{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"House_prize_prediction_Analysis.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true,"mount_file_id":"1AGvAt66l3Po-qkRhfgwb54_ms-nRvgNV","authorship_tag":"ABX9TyM9mpCcFgrqO4aQpYKYxWGA"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"i512dRcXTsrZ"},"source":["# Import library"]},{"cell_type":"code","metadata":{"id":"NP06Jc4OTQSm"},"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","\n","plt.style.use('seaborn-dark')\n","import seaborn as sns\n","\n","from IPython.core.interactiveshell import InteractiveShell\n","InteractiveShell.ast_node_interactivity = \"all\"\n","\n","import warnings\n","warnings.simplefilter('ignore')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"7oUushsTUZ3y"},"source":["# Exploratory Data Analysis"]},{"cell_type":"code","metadata":{"id":"dEbVzPgHUZhO"},"source":["train = pd.read_csv(\"/content/drive/My Drive/Machine_Hack/House Price Prediction Challenge/Train.csv\")\n","test = pd.read_csv(\"/content/drive/My Drive/Machine_Hack/House Price Prediction Challenge/Test.csv\")\n","ss = pd.read_csv(\"/content/drive/My Drive/Machine_Hack/House Price Prediction Challenge/sample_submission.csv\")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"AXDy2ds6VCdr","executionInfo":{"status":"ok","timestamp":1602340333875,"user_tz":-330,"elapsed":1498,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"aa2464ef-0a29-4453-85ad-e66914f3163c","colab":{"base_uri":"https://localhost:8080/","height":359}},"source":["ss.head(10)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>TARGET(PRICE_IN_LACS)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   TARGET(PRICE_IN_LACS)\n","0                    0.0\n","1                    0.0\n","2                    0.0\n","3                    0.0\n","4                    0.0\n","5                    0.0\n","6                    0.0\n","7                    0.0\n","8                    0.0\n","9                    0.0"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"8lW5xOZTVOYD"},"source":["## 1.Brief look into data"]},{"cell_type":"code","metadata":{"id":"vcNZdfCyVIK6","executionInfo":{"status":"ok","timestamp":1602340337083,"user_tz":-330,"elapsed":1874,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"5dea68fe-341d-4d00-bcac-82ccc73381ed","colab":{"base_uri":"https://localhost:8080/","height":513}},"source":["train.head(5)\n","test.head(5)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>POSTED_BY</th>\n","      <th>UNDER_CONSTRUCTION</th>\n","      <th>RERA</th>\n","      <th>BHK_NO.</th>\n","      <th>BHK_OR_RK</th>\n","      <th>SQUARE_FT</th>\n","      <th>READY_TO_MOVE</th>\n","      <th>RESALE</th>\n","      <th>ADDRESS</th>\n","      <th>LONGITUDE</th>\n","      <th>LATITUDE</th>\n","      <th>TARGET(PRICE_IN_LACS)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Owner</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>1300.236407</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Ksfc Layout,Bangalore</td>\n","      <td>12.969910</td>\n","      <td>77.597960</td>\n","      <td>55.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Dealer</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>1275.000000</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Vishweshwara Nagar,Mysore</td>\n","      <td>12.274538</td>\n","      <td>76.644605</td>\n","      <td>51.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Owner</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>933.159722</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Jigani,Bangalore</td>\n","      <td>12.778033</td>\n","      <td>77.632191</td>\n","      <td>43.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Owner</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>929.921143</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Sector-1 Vaishali,Ghaziabad</td>\n","      <td>28.642300</td>\n","      <td>77.344500</td>\n","      <td>62.5</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Dealer</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>999.009247</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>New Town,Kolkata</td>\n","      <td>22.592200</td>\n","      <td>88.484911</td>\n","      <td>60.5</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  POSTED_BY  UNDER_CONSTRUCTION  ...   LATITUDE  TARGET(PRICE_IN_LACS)\n","0     Owner                   0  ...  77.597960                   55.0\n","1    Dealer                   0  ...  76.644605                   51.0\n","2     Owner                   0  ...  77.632191                   43.0\n","3     Owner                   0  ...  77.344500                   62.5\n","4    Dealer                   1  ...  88.484911                   60.5\n","\n","[5 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>POSTED_BY</th>\n","      <th>UNDER_CONSTRUCTION</th>\n","      <th>RERA</th>\n","      <th>BHK_NO.</th>\n","      <th>BHK_OR_RK</th>\n","      <th>SQUARE_FT</th>\n","      <th>READY_TO_MOVE</th>\n","      <th>RESALE</th>\n","      <th>ADDRESS</th>\n","      <th>LONGITUDE</th>\n","      <th>LATITUDE</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Owner</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>BHK</td>\n","      <td>545.171340</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Kamrej,Surat</td>\n","      <td>21.262000</td>\n","      <td>73.047700</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Dealer</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>800.000000</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>Panvel,Lalitpur</td>\n","      <td>18.966114</td>\n","      <td>73.148278</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Dealer</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>1257.096513</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>New Town,Kolkata</td>\n","      <td>22.592200</td>\n","      <td>88.484911</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Dealer</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>3</td>\n","      <td>BHK</td>\n","      <td>1400.329489</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Kalwar Road,Jaipur</td>\n","      <td>26.988300</td>\n","      <td>75.584600</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Owner</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>BHK</td>\n","      <td>430.477830</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Mai Mandir,Nadiad</td>\n","      <td>22.700000</td>\n","      <td>72.870000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  POSTED_BY  UNDER_CONSTRUCTION  RERA  ...             ADDRESS  LONGITUDE   LATITUDE\n","0     Owner                   0     0  ...        Kamrej,Surat  21.262000  73.047700\n","1    Dealer                   1     1  ...     Panvel,Lalitpur  18.966114  73.148278\n","2    Dealer                   0     0  ...    New Town,Kolkata  22.592200  88.484911\n","3    Dealer                   0     0  ...  Kalwar Road,Jaipur  26.988300  75.584600\n","4     Owner                   0     0  ...   Mai Mandir,Nadiad  22.700000  72.870000\n","\n","[5 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"Rm-7ypnjVhsi"},"source":["Target_col = 'TARGET(PRICE_IN_LACS)'"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"oKLgLPNPVwls"},"source":["## 2.Dataset shape"]},{"cell_type":"code","metadata":{"id":"21uPm4yHVwFf","executionInfo":{"status":"ok","timestamp":1602340341682,"user_tz":-330,"elapsed":1644,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"c1e1a1f9-d2a5-416d-e1f7-ac16db0446bd","colab":{"base_uri":"https://localhost:8080/","height":85}},"source":["print(f'\\n Train contains {train.shape[0]} samples and {train.shape[1]} variables')\n","print(f'\\n Test contains {test.shape[0]} samples and {test.shape[1]} variables')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["\n"," Train contains 29451 samples and 12 variables\n","\n"," Test contains 68720 samples and 11 variables\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"1wJLu33kWclF"},"source":["## 3.Target Distribution"]},{"cell_type":"code","metadata":{"id":"KReZvCg5WbTQ","executionInfo":{"status":"ok","timestamp":1602340343872,"user_tz":-330,"elapsed":2334,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"6fdf5c81-0be2-4346-99b5-e185cdd403bc","colab":{"base_uri":"https://localhost:8080/","height":407}},"source":["train[Target_col].plot(kind='density', title=\"Density Distribution\", fontsize=14, figsize=(10,6))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7ff5f455f9b0>"]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAngAAAF1CAYAAAB74Zd5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdf1zW9aH//8cFXKCo/LqM5sjpzhHQC5pImDk0K2jS8mieVrIYWpbBSZ1Zss9ym0xrnm0ex4Qx081Wo4OGR7952iaK09J2lOXmxiWGqLmJkzksQAzxQq739w/kkkv8gdb7TbHn/XbzFK/X63pfr/dO3nz6+mkzDMNARERERHoNv57ugIiIiIh8vBTwRERERHoZBTwRERGRXkYBT0RERKSXUcATERER6WUU8ERERER6GQU8EfnEio2N5d5772XixInceeedZGVlsW/fPlO+q6KigscffxyAU6dO8dvf/va6Pv/Nb36TO+64g7S0NO6++24mT57MK6+8gsfj6fL8K7na9548eZJJkyYBUFBQwLe+9a3r6h9ASUmJ999nzJhBZWXldT9DRD4dFPBE5BOtqKiILVu28NZbb/HAAw/w1FNP8c4773zs3/OFL3yBNWvWAFBeXs727duv+xnTp0+ntLSUHTt2UFBQwNatW/nud7/b5flXcrXvvfnmm/nVr3513X3q0NbWxg9/+EPvz6+88gpxcXE3/DwR+WRTwBORTwWbzcZ9993HM888w/LlywFwu9288MILTJw4kXvuuYcXX3zR2/6ee+5h3bp1fOUrX2HcuHF8//vfB+D8+fN861vfYuLEidx7773MmTOHM2fOUF5ezr333ktlZSVLlixhy5YtzJ8/nwcffJDS0lLvc3fs2MGUKVOu2d8hQ4bw05/+lF//+te899573ucDVFdXM23aNO6//36+9KUv8eqrr3b53uPHjzNu3DiWLl3K1772NY4fP47T6fQ+/8MPPyQrK4t77rmHzMxMTp065X3vvXv3+vzvsHfvXh577DGamppIS0ujpqbGp93mzZuZNGkSaWlpTJ8+nWPHjgHtI4VLlixh9uzZpKSk8JWvfIV//OMfN/T/PxGxlgKeiHyq3HPPPfz5z3+mpaWFn/3sZxw+fJg33niDX/3qV2zZsoUdO3Z4277zzju89tprbNiwgVdffZW///3vvP322xw/fpzS0lK2bt3KsGHDfKZ94+Li+NrXvsbEiRPJy8tj0qRJPiNnZWVl3H///d3qa2hoKImJifz+97/3Kf/JT35Ceno6v/71r1m3bh3/93//R3R0tM/3AjQ0NDBixAheffXVLs/euXMn3/72t9m+fTs333wzq1evvmpfli5dir+/P6WlpQwePNhbfuLECb7zne9QWFhIaWkpd911F4sWLfLWl5aWsnDhQrZt24bD4WDDhg3dencR6VkKeCLyqdK/f388Hg8ffvghO3bs4JFHHiEwMJDg4GCmTJnC1q1bvW3/7d/+DX9/f26++WYcDge1tbVERERw5MgRysrKOHv2LE8//TTjx4+/4vd9+ctfZteuXTQ1NdHW1saOHTu47777rqu/TU1NPmUOh4MtW7ZQWVlJeHg4P/3pTwkMDOzy2dbWVu+o36Vuu+02b1BLS0vjT3/6U7f71Nnvfvc7xowZw5AhQwB46KGHKC8v5/z58wAkJSURFRWFzWZjxIgR1NbW3tD3iIi1FPBE5FPl+PHj2O12BgwYQFNTE//5n/9JWloaaWlp/PKXv+Ts2bPetv379/f+u7+/P21tbXzhC1/g29/+NkVFRSQnJ/Pss89y+vTpK37fzTffzBe+8AW2bt3KH//4R6KionxGwK7lb3/7Gw6Hw6dswYIFxMTE8PTTTzNhwgT++7//+7Kf9ff393mHziIiIrz/PmDAABobG7vdp87q6+sJCQnxeZZhGNTX13t/7tyftra2G/oeEbFWQE93QETkemzZsoXbb7+dwMBAIiMjmTlzJnffffd1PaMjEDY0NLBw4ULWrFnDF7/4xSu2v//++yktLWXIkCF8+ctf7vb31NTUcPDgQe644w5qamq85f369eOZZ57hmWeeoaKiglmzZl31+y+nc6A7ffo0YWFhAPj5+Xl37l7a7nIcDofPFHVjYyN+fn6Eh4dfV39E5JNFI3gi8qlgGAalpaW88sorzJ8/H4CUlBTWr19PW1sbhmHw05/+lJ07d171ORs2bKCwsBCAsLAw/uVf/qVLm4CAAJ9p1bS0NP7whz9QWlra7enZ48eP88wzz/DII4/w2c9+1qcuOzubQ4cOARATE0P//v2x2Wxdvvdq/vCHP3DixAmgfZ3cbbfdBsBNN91EVVUVAL/5zW84d+4cAHa7HY/Hw5kzZ3yek5yczN69e70BdN26dSQnJxMQoL//i3ya6XewiHyiZWZm4u/vz5kzZ/jXf/1XVq9eza233grAI488wvHjx7n//vsxDIP4+HhmzJhx1eelpKSwcOFCvvSlL+Hv78+QIUP4/ve/z8GDB71tkpOT+cUvfsGDDz7Ihg0bCAsLY/To0TQ2NjJo0KArPvuXv/wl//u//4vb7cZut5Oens6jjz7apd3XvvY1nn32WVpbW73vMXToUJ/vXbFixVXf45577uH555+nurqaW265xXsu3lNPPUVubi4lJSVMnDiRYcOGAe3B77bbbuPuu+9m1apV3ud85jOf4YUXXuCpp56itbWVW265heeff/6q3y0in3w2wzCMnu6EiMgn3Xe/+12io6PJyMjo6a6IiFyTpmhFRK7hL3/5Czt37mTy5Mk93RURkW7RFK2IyFWsWLGCTZs28Z3vfMdnR6mIyCeZpmhFREREehlN0YqIiIj0MqYGvNraWrKzsxkzZgwTJkxgyZIluN3uy7YtLS1lypQpjBo1ismTJ/ucRm8YBvn5+aSmppKUlMT06dO9Rwxc6pVXXiE2Npbjx497yw4ePMj06dNJSkoiJSWFgoICNHApIiIivZWpa/DmzJlDTEwMZWVlNDU1MWfOHPLz81mwYIFPu6qqKnJycsjLy2P8+PG8/fbbzJ8/n//5n/8hJiaG4uJiNm7cyKpVqxg8eDCrV68mKyuLzZs3ExQU5H3OyZMn+cUvfuHz7JaWFrKyspgyZQorV67kxIkTzJo1i4EDB/LVr37Vp21dXffOnxIRERHpaTfddOV1waaN4LlcLg4cOEBOTg4hISFERUWRlZVFSUmJzynrACUlJSQnJ5OamkpQUBApKSmMHTuW9evXA7B27VpmzJhBbGwswcHBzJ49m6amJnbt2uXznO9973ukp6f7lL355pucPXuWuXPn0q9fP6Kjo8nMzGTdunVmvbqIiIhIjzIt4FVWVjJo0CCf+xLj4uJobGzk2LFjXdrGxcX5lDmdTlwuFy0tLRw+fBin0+mts9vtxMTE4HK5vGVvvfUW1dXVzJw5s8uzY2JifE5ldzqdVFdXe094FxEREelNTAt4DQ0NPhdYA4SGhgJ4L7G+Vtv6+noaGxsxDMP72UvroX0a9vnnn+e73/0ugYGB13x2WFgYHo/nhi/nFhEREfkkM3WTxfVsZLhW26vVr1y5klGjRnHHHXd85H6IiIiIfNqZtskiIiKChoYGn7KOnx0Oh095eHj4Zds6HA7CwsLw8/O7bH1MTAxHjhxhw4YNbNq06Yr9OHLkSJfP+vv7ExYWdkPvJiIiIvJJZtoIXnx8PCdPnqSurs5bVlFRgcPhYPDgwV3a7t+/36fM5XIxcuRIgoKCiI6O9llv53a7qaqqIiEhgc2bN9PY2MiXv/xlxowZw5gxYwD493//d372s58RHx/PwYMHfY5nqaioYMSIEV2mc0VERER6A9MCntPpJCEhgWXLltHU1ERNTQ0rV64kIyMDm81GWloa5eXlAKSnp1NeXk5ZWRlut5vNmzezd+9e747YjIwMioqKqK6uprm5mby8PCIjI0lOTubRRx+lrKyMTZs2eX8BrF69mq9+9atMmDCBsLAwCgoKaG5upqqqiqKiIjIzM816dREREZEeZeo5eCtWrCA3N5fx48fTp08fpk6dSnZ2NgBHjx6lubkZgGHDhpGXl8fy5cuZP38+Q4cOpaCggCFDhgAwbdo0Tp06xcyZMzl9+jSJiYmsWrUKu92O3W6nf//+Xb574MCB3vLVq1eTm5vLHXfcQWhoKI8++igPPPCAma8uIiIi0mN0F20nOuhYREREPi165KBjEREREekZCngiIiIivYwCnoiIiEgvo4AnIiIi0sso4IlY5M9/a+R7W6t1s4qIiJhOAU/EItklFbzu+jvnPQp4IiJiLgU8EYto5E5ERKyigCdikY6BOw3giYiI2RTwRCzSkes0kiciImZTwBOxmEbwRETEbAp4IhbzaARPRERMpoAnYjHlOxERMZsCnojFNIInIiJmU8ATsZjynYiImE0BT8RiBkp4IiJiLgU8EYtpF62IiJhNAU/EYjoHT0REzKaAJ2IxjeCJiIjZFPBELKZdtCIiYjYFPBGLKd6JiIjZFPBELKYRPBERMZsCnojFlO9ERMRsCngiFlPAExERsyngiVhMU7QiImI2BTwRiynfiYiI2RTwRCzm0T5aERExmQKeiMV00LGIiJhNAU/EYrqqTEREzGZqwKutrSU7O5sxY8YwYcIElixZgtvtvmzb0tJSpkyZwqhRo5g8eTJbt2711hmGQX5+PqmpqSQlJTF9+nQOHTrkrT9y5AizZs1i9OjRjBkzhieffJKjR48CcPz4cWJjY4mPj+fWW2/1/lq9erWZry5yRRrBExERs5ka8ObMmUN4eDhlZWUUFxezb98+8vPzu7SrqqoiJyeHuXPnsmfPHubNm8eCBQuorq4GoLi4mI0bN1JYWMjOnTtJTEwkKyuLc+fO0dbWxhNPPMGwYcPYuXMnv/3tb+nXrx9PP/20z3eUlpbicrm8v5588kkzX13kyhTwRETEZKYFPJfLxYEDB8jJySEkJISoqCiysrIoKSnB4/H4tC0pKSE5OZnU1FSCgoJISUlh7NixrF+/HoC1a9cyY8YMYmNjCQ4OZvbs2TQ1NbFr1y7Onj3LU089xde//nX69u1L//79mTRpEocOHeryPSKfBNpkISIiZjMt4FVWVjJo0CAiIiK8ZXFxcTQ2NnLs2LEubePi4nzKnE4nLpeLlpYWDh8+jNPp9NbZ7XZiYmJwuVz079+fhx56iL59+wJw4sQJiouLSUtLw8/v4ustW7aMO++8k9tvv52lS5decapYxGyaohUREbOZFvAaGhoICQnxKQsNDQWgvr6+W23r6+tpbGzEMAzvZy+t79DU1ER8fDx33303wcHBvPDCCwAEBgaSkJDAXXfdxbZt23j55ZcpKytjxYoVH9u7ilwPbbIQERGzmboG73r+ILtW22vVDxgwgP3797N9+3b8/f157LHH8Hg8REZG8tprrzF16lQCAwNxOp3MmjWLTZs2dbtvIh8njeCJiIjZTAt4ERERNDQ0+JR1/OxwOHzKw8PDL9vW4XAQFhaGn5/fZes7T/92iIqKYuHChfzpT3+ioqLisn2Liori/fffp62t7brfS+Sj0gieiIiYzbSAFx8fz8mTJ6mrq/OWVVRU4HA4GDx4cJe2+/fv9ylzuVyMHDmSoKAgoqOjcblc3jq3201VVRUJCQn88Y9/5J577qGlpcVb37H2LiAggN27d7Ny5UqfZ7/33nsMGjQIf3//j+19RbpLI3giImI20wKe0+kkISGBZcuW0dTURE1NDStXriQjIwObzUZaWhrl5eUApKenU15eTllZGW63m82bN7N3717S09MByMjIoKioiOrqapqbm8nLyyMyMpLk5GRGjBiBYRgsXbqUM2fOcObMGZYvX87gwYOJiYlhwIABFBYWsmnTJlpbW3G5XKxZs4aMjAyzXl3kqjwawRMREZMFmPnwFStWkJuby/jx4+nTpw9Tp04lOzsbgKNHj9Lc3AzAsGHDyMvLY/ny5cyfP5+hQ4dSUFDAkCFDAJg2bRqnTp1i5syZnD59msTERFatWoXdbsdut7NmzRq+973vMW7cOIKCghg5ciSrVq0iMDCQ+Ph48vLy+MlPfsKiRYsYMGAAmZmZPPbYY2a+uoiIiEiPsRlaEORVV9fU012QXmz08p0A/PShWxn9ufAe7o2IiHza3XTTgCvW6S5aEYtpDZ6IiJhNAU/EYho0FxERsyngiVigc6jTCJ6IiJhNAU/EAp0znQbwRETEbAp4IhboHOp0TIqIiJhNAU/EAp0jnaZoRUTEbAp4Ihbw3VihhCciIuZSwBOxgO8Ubc/1Q0RE/jko4IlYwHeThRKeiIiYSwFPxAI6JkVERKykgCdiAd9NFkp4IiJiLgU8EQt0znTKdyIiYjYFPBELGJ3G8DzaRSsiIiZTwBOxgEbwRETESgp4IhZQwBMRESsp4IlYwGeKVglPRERMpoAnYgGN4ImIiJUU8EQsoGNSRETESgp4IhbwOei4B/shIiL/HBTwRCygq8pERMRKCngiFuic6XRVmYiImE0BT8QCviN4PdYNERH5J6GAJ2KBztOymqIVERGzKeCJWMBnirbnuiEiIv8kFPBELKBNFiIiYiUFPBEL+ByTonwnIiImU8ATsYBG8ERExEqmBrza2lqys7MZM2YMEyZMYMmSJbjd7su2LS0tZcqUKYwaNYrJkyezdetWb51hGOTn55OamkpSUhLTp0/n0KFD3vojR44wa9YsRo8ezZgxY3jyySc5evSot/7gwYNMnz6dpKQkUlJSKCgo0B+yYikdkyIiIlYyNeDNmTOH8PBwysrKKC4uZt++feTn53dpV1VVRU5ODnPnzmXPnj3MmzePBQsWUF1dDUBxcTEbN26ksLCQnTt3kpiYSFZWFufOnaOtrY0nnniCYcOGsXPnTn7729/Sr18/nn76aQBaWlrIyspi1KhRvPXWW7z44ots2LCBdevWmfnqIj4MOk/RKuGJiIi5TAt4LpeLAwcOkJOTQ0hICFFRUWRlZVFSUoLH47uPsKSkhOTkZFJTUwkKCiIlJYWxY8eyfv16ANauXcuMGTOIjY0lODiY2bNn09TUxK5duzh79ixPPfUUX//61+nbty/9+/dn0qRJHDp0CI/Hw5tvvsnZs2eZO3cu/fr1Izo6mszMTAU8sZQynYiIWMm0gFdZWcmgQYOIiIjwlsXFxdHY2MixY8e6tI2Li/MpczqduFwuWlpaOHz4ME6n01tnt9uJiYnB5XLRv39/HnroIfr27QvAiRMnKC4uJi0tDT8/PyorK4mJiSEgIMDn2dXV1Zw7d86MVxfpwneKVmlPRETMZVrAa2hoICQkxKcsNDQUgPr6+m61ra+vp7GxEcMwvJ+9tL5DU1MT8fHx3H333QQHB/PCCy9c8dlhYWF4PB4aGxs/2kuKdFPnSKc1eCIiYjZT1+Bdz0aGa7W9Vv2AAQPYv38/27dvx9/fn8cee8w7FawNFdLTdJOFiIhYybSAFxERQUNDg09Zx88Oh8OnPDw8/LJtHQ4HYWFh+Pn5Xba+8/Rvh6ioKBYuXMif/vQnKioqrtgPf39/wsLCbvj9RK6HdtGKiIiVTAt48fHxnDx5krq6Om9ZRUUFDoeDwYMHd2m7f/9+nzKXy8XIkSMJCgoiOjoal8vlrXO73VRVVZGQkMAf//hH7rnnHlpaWrz1fn7trxUQEEB8fDwHDx70OZ6loqKCESNGEBgY+LG+s8iV6Bw8ERGxkmkBz+l0kpCQwLJly2hqaqKmpoaVK1eSkZGBzWYjLS2N8vJyANLT0ykvL6esrAy3283mzZvZu3cv6enpAGRkZFBUVER1dTXNzc3k5eURGRlJcnIyI0aMwDAMli5dypkzZzhz5gzLly9n8ODBxMTEMGHCBMLCwigoKKC5uZmqqiqKiorIzMw069VFuvA9JqUHOyIiIv8UAq7d5MatWLGC3Nxcxo8fT58+fZg6dSrZ2dkAHD16lObmZgCGDRtGXl4ey5cvZ/78+QwdOpSCggKGDBkCwLRp0zh16hQzZ87k9OnTJCYmsmrVKux2O3a7nTVr1vC9732PcePGERQUxMiRI1m1apV3hG716tXk5uZyxx13EBoayqOPPsoDDzxg5quL+Og8aKd8JyIiZrMZmi/yqqtr6ukuSC91uO5DvvrLPwAwffQtzL3zX3q4RyIi8ml3000Drlinu2hFLNB5ilZ/pRIREbMp4IlYQFO0IiJiJQU8EQv47qLtsW6IiMg/CQU8EQv4HHSsMTwRETGZAp6IBTSCJyIiVlLAE7GA1uCJiIiVFPBELKCbLERExEoKeCIW8FmDp3wnIiImU8ATsYCmaEVExEoKeCIW6BzqPBrCExERkyngiVhA6+5ERMRKCngiFvCZolXWExERkyngiVhAU7QiImIlBTwRC3S+vULxTkREzKaAJ2IBn0E7JTwRETGZAp6IBXyPSVHCExERcyngiVigc6jzKN+JiIjJFPBELKCDjkVExEoKeCIW8Al12kUrIiImU8ATsUDng441RSsiImZTwBOxgDbRioiIlRTwRCzge5OFIp6IiJhLAU/EAj4jeMp3IiJiMgU8EQt0HrVTvhMREbMp4IlYwHeKtuf6ISIi/xwU8EQs4LvJQglPRETMpYAnYgGN4ImIiJUU8EQsoDV4IiJiJVMDXm1tLdnZ2YwZM4YJEyawZMkS3G73ZduWlpYyZcoURo0axeTJk9m6dau3zjAM8vPzSU1NJSkpienTp3Po0CFvfX19Pc899xzjxo1j9OjRPPHEExw5csRbHxsbS3x8PLfeeqv3V25urnkvLnIJ3120ingiImIuUwPenDlzCA8Pp6ysjOLiYvbt20d+fn6XdlVVVeTk5DB37lz27NnDvHnzWLBgAdXV1QAUFxezceNGCgsL2blzJ4mJiWRlZXHu3DkAnnvuOWpra3n99dfZsWMHoaGhzJs3z+c71qxZg8vl8v5avHixma8u4kPHpIiIiJVMC3gul4sDBw6Qk5NDSEgIUVFRZGVlUVJSgsfj8WlbUlJCcnIyqampBAUFkZKSwtixY1m/fj0Aa9euZcaMGcTGxhIcHMzs2bNpampi165dGIbBzTffzDe/+U0GDhxI//79yczM5NChQzQ0NJj1eiLX50Kq87NpilZERMxnWsCrrKxk0KBBREREeMvi4uJobGzk2LFjXdrGxcX5lDmdTlwuFy0tLRw+fBin0+mts9vtxMTE4HK5sNlsLF68mOHDh3vra2trCQ4Opn///t6yV155hZSUFG677Ta+8Y1vcPr06Y/7lUWuqOP+WT+bTVO0IiJiOtMCXkNDAyEhIT5loaGhQPuaue60ra+vp7GxEcMwvJ+9tP5S77//Pj/4wQ/Izs4mICAAgJEjR5KUlMSvf/1rNm7cyMGDB1m0aNFHfkeR7uqIdP5+No3giYiI6QLMfPj1jFRcq213nlVTU8Pjjz9OcnIyTz75pLe8pKTE++9DhgzhmWeeISsri5aWFvr06dPtPorcqI7/fm1oDZ6IiJjPtBG8iIiILmvgOn52OBw+5eHh4Zdt63A4CAsLw8/P77L1nad/KysrmTZtGvfddx8vvPACNpvtin275ZZbMAyDurq6G3o3kRvVPoKnhCciIuYyLeDFx8dz8uRJnxBVUVGBw+Fg8ODBXdru37/fp8zlcjFy5EiCgoKIjo7G5XJ569xuN1VVVSQkJABw7NgxZs2axezZs5k/f75PuDtw4ADf//73fZ595MgR7HY7n/nMZz629xW5ms5r8DzKdyIiYjLTAp7T6SQhIYFly5bR1NRETU0NK1euJCMjA5vNRlpaGuXl5QCkp6dTXl5OWVkZbrebzZs3s3fvXtLT0wHIyMigqKiI6upqmpubycvLIzIykuTkZAAWL17MpEmTyMjI6NIPh8PBa6+9xurVq3G73Rw9epQVK1bw8MMPY7fbzXp9ER8do3Z+NrSNVkRETGfqGrwVK1aQm5vL+PHj6dOnD1OnTiU7OxuAo0eP0tzcDMCwYcPIy8tj+fLlzJ8/n6FDh1JQUMCQIUMAmDZtGqdOnWLmzJmcPn2axMREVq1ahd1up7a2lrfffpvy8nLWrl3r8/0vvfQSo0ePZvXq1SxfvpyVK1cSGBjI1KlTmT9/vpmvLuKjY92dzaYpWhERMZ/N0JkNXnV1TT3dBemlfnPgJLmbDxIRbOdfB/bjpw99oae7JCIin3I33TTginW6i1bEAp4Lf4/SMSkiImIFBTwRC3inaDv/ICIiYhIFPBELdD7oWLtoRUTEbAp4Ilbw2WQhIiJiLgU8EQt41+DpKgsREbGAAp6IBToinUbwRETECgp4IhbwrsHTTRYiImIBBTwRK1yYlrXZNEMrIiLmU8ATsUDHqJ2/7ioTERELKOCJWKAj0vlpilZERCyggCdigY5pWT+bxu9ERMR8CngilmiPdX42G7r+WUREzKaAJ2IBj3cEz6ZNFiIiYjoFPBELXFyDpylaERExnwKeiAU6pmX9bGiKVkRETKeAJ2IhPz/dZCEiIuZTwBOxgNbgiYiIlRTwRCzgM0WrMTwRETGZAp6IhWw66FhERCyggCdigY5pWX+bttGKiIj5FPBELODRFK2IiFhIAU/EAp3votUmCxERMVu3At6OHTs4f/682X0R6fV0TIqIiFihWwFv+/btPPDAA+Tm5rJ3716z+yTS6xjeY1J00LGIiJgvoDuNnn/+eQzD4M9//jPbt2+nsLCQ+Ph4Hn74YQYPHmx2H0U+9S6uwdMInoiImK/ba/BaW1upq6vjb3/7G62trQQHB7No0SLWrFljZv9EeoXOd9HqmBQRETFbt0bwvvGNb1BRUcHdd9/NrFmzGD58OADZ2dk8+OCDPP7446Z2UuRTr9NNFtplISIiZuvWCN7nPvc5fvOb3/D//t//84a7PXv2YLPZKCgouOLnamtryc7OZsyYMUyYMIElS5bgdrsv27a0tJQpU6YwatQoJk+ezNatW711hmGQn59PamoqSUlJTJ8+nUOHDnnr6+vree655xg3bhyjR4/miSee4MiRIzfUDxEzdByN4qdj8ERExAJXDXh//etfefPNN9m6dSu7du3irbfe4q233mLbtm0sXLgQgKioqCt+flaV+GgAACAASURBVM6cOYSHh1NWVkZxcTH79u0jPz+/S7uqqipycnKYO3cue/bsYd68eSxYsIDq6moAiouL2bhxI4WFhezcuZPExESysrI4d+4cAM899xy1tbW8/vrr7Nixg9DQUObNm3fd/RAxS8e0rG6yEBERK1w14LW0tLB//34++OADSktLvb+2b9/OnDlzrvpgl8vFgQMHyMnJISQkhKioKLKysigpKcHj8fi0LSkpITk5mdTUVIKCgkhJSWHs2LGsX78egLVr1zJjxgxiY2MJDg5m9uzZNDU1sWvXLgzD4Oabb+ab3/wmAwcOpH///mRmZnLo0CEaGhquqx8iZjEA24Vf2kUrIiJmu+oavNjYWGJjY5k4cSLR0dHX9eDKykoGDRpERESEtywuLo7GxkaOHTvG0KFDfdqOGzfO5/NOp5Pdu3fT0tLC4cOHcTqd3jq73U5MTAwul4vU1FQWL17s89na2lqCg4Pp37//dfVDxDSGgc12YQ2eiIiIya4a8GbPnk1hYSGZmZnYOv3BZBgGNpuN3bt3X/GzDQ0NhISE+JSFhoYC7WvmOgerK7Wtr6+nsbERwzC8n720/lLvv/8+P/jBD8jOziYgIOC6+iFiFoP26Vm0i1ZERCxw1YBXWFgItG+ouBHXMxV1rbbdeVZNTQ2PP/44ycnJPPnkkzfUDxEzeIxOU7Q93RkREen1urWL9vXXX2f9+vW0trby+OOP8+CDD7J27dqrfiYiIoKGhgafso6fHQ6HT3l4ePhl2zocDsLCwvDz87tsfedp18rKSqZNm8Z9993HCy+84B1xvJ5+iJjFMMBma/+lv3CIiIjZuhXw1q5dy9SpU9m8eTMxMTFs2LCB0tLSq34mPj6ekydPUldX5y2rqKjA4XB0uf0iPj6e/fv3+5S5XC5GjhxJUFAQ0dHRuFwub53b7aaqqoqEhAQAjh07xqxZs5g9ezbz58/3mU6+nn6ImMfAhtbgiYiINboV8Pz8/AgICGDLli1MnjwZwHtEyZU4nU4SEhJYtmwZTU1N1NTUsHLlSjIyMrDZbKSlpVFeXg5Aeno65eXllJWV4Xa72bx5M3v37iU9PR2AjIwMioqKqK6uprm5mby8PCIjI0lOTgZg8eLFTJo0iYyMjOvuh4gV2kfw2v970xo8ERExW7dusoiLi+Pee+/l85//PCNGjKCoqIjPfvaz1/zcihUryM3NZfz48fTp04epU6eSnZ0NwNGjR2lubgZg2LBh5OXlsXz5cubPn8/QoUMpKChgyJAhAEybNo1Tp04xc+ZMTp8+TWJiIqtWrcJut1NbW8vbb79NeXl5l2njl156idGjR1+1HyJW8FmDpylaERExmc3o5p82jY2N3t2nJ06cIDIykoCAbuXDT426uqae7oL0UnlvHuH/q6jl3+I+w5aqf7Bt9hd7uksiIvIpd9NNA65Y162EtmvXLl577TWampp8Rh9++ctffvTeifyTsGHDpmNSRETEAt0KeEuXLmXhwoV85jOfMbs/Ir1Sxy5auHgvrYiIiFm6FfAGDx7M+PHjze6LSK/l6XSThZbgiYiI2boV8D7/+c8zb948brvtNvz9/b3ll9u1KiKX1zFFq4AnIiJm61bAGzBgAAMGDOD06dNm90ekV9IUrYiIWKlbAW/OnDn8/e9/5/jx4yQlJeF2uwkMDDS7byK9hgHeg441giciImbrVsB7+eWXKS0t5ezZs2zatIlly5YRGRnJrFmzzO6fSK/QvgbPprtoRUTEEt26yWLbtm2sW7eOkJAQABYuXMi2bdtM7ZhIb2NDd9GKiIg1uhXw2tragItXLZ07d47z58+b1yuRXubiGjybRvBERMR03ZqinTRpEjNmzODYsWPk5uayZ88eHn30UZO7JtJ7GLRP0fppF62IiFjgmgGvurqagwcP8te//pXg4GB+97vf8eqrr+rQY5Hr4L2LVlO0IiJigatO0e7evZv58+dz++2384tf/IIf/vCHPP744zz66KPs3r3bqj6KfPpdmKLVJgsREbHCVUfwVq9ezYsvvsjgwYO9ZfHx8SQnJ7NgwQLGjh1regdFegMD48IIno5JERER8111BO/8+fM+4a7D5z73Ofz8urU/Q0To2GShY1JERMQaV01pHbtmL0cHHYt0n4eLa/BA6/BERMRcV52i3b9/P1/5yle6lBuGwV/+8hez+iTS+xhG+xq8Cwmv42YLERERM1w14L3xxhtW9UOkV+sIdB2hzmOAnxKeiIiY5KoBLyoqyqp+iPRq3jV4tk4FGsMTERGTaKeEiAU8F6Zo/TpN0YqIiJhFAU/EIp3H6zxKeCIiYiIFPBELdEzRekfwtItWRERMpIAnYoGOFXcdGysU70RExEwKeCIWMC45JsWjETwRETGRAp6IBdpH8GwXR/CU70RExEQKeCIW6DgVRSN4IiJiBQU8EQsYtK+/6/gNp120IiJiJgU8EQsYhoEN28WryjSCJyIiJlLAE7FA+zEpF3fRagRPRETMZGrAq62tJTs7mzFjxjBhwgSWLFmC2+2+bNvS0lKmTJnCqFGjmDx5Mlu3bvXWGYZBfn4+qampJCUlMX36dA4dOuTz+RMnTvDII48QGxvrU378+HFiY2OJj4/n1ltv9f5avXr1x//CIlfQkecubrJQwhMREfOYGvDmzJlDeHg4ZWVlFBcXs2/fPvLz87u0q6qqIicnh7lz57Jnzx7mzZvHggULqK6uBqC4uJiNGzdSWFjIzp07SUxMJCsri3PnzgHw+9//nocffphBgwZdsS+lpaW4XC7vryeffNKclxa5DMMw8LPZOm2y6OEOiYhIr2ZawHO5XBw4cICcnBxCQkKIiooiKyuLkpISPB6PT9uSkhKSk5NJTU0lKCiIlJQUxo4dy/r16wFYu3YtM2bMIDY2luDgYGbPnk1TUxO7du0CoL6+np///OdMmjTJrNcR+UguPehYu2hFRMRMpgW8yspKBg0aREREhLcsLi6OxsZGjh071qVtXFycT5nT6cTlctHS0sLhw4dxOp3eOrvdTkxMDC6XC4CJEycyfPjwq/Zn2bJl3Hnnndx+++0sXbr0ilPFImboWIPn3WTRw/0REZHezbSA19DQQEhIiE9ZaGgo0D7i1p229fX1NDY2YhiG97OX1l9LYGAgCQkJ3HXXXWzbto2XX36ZsrIyVqxYcSOvJXJDjAuRTiN4IiJiBVPX4F3PQvJrtb3RRemRkZG89tprTJ06lcDAQJxOJ7NmzWLTpk039DyRG2EY4Gez4ec9JqWHOyQiIr2aaQEvIiKChoYGn7KOnx0Oh095eHj4Zds6HA7CwsLw8/O7bH3n6d/rERUVxfvvv09bW9sNfV7kenVM0XbQJgsRETGTaQEvPj6ekydPUldX5y2rqKjA4XAwePDgLm3379/vU+ZyuRg5ciRBQUFER0d719sBuN1uqqqqSEhIuGY/du/ezcqVK33K3nvvPQYNGoS/v/+NvJrIdTMwLmyy0EHHIiJiPtMCntPpJCEhgWXLltHU1ERNTQ0rV64kIyMDm81GWloa5eXlAKSnp1NeXk5ZWRlut5vNmzezd+9e0tPTAcjIyKCoqIjq6mqam5vJy8sjMjKS5OTka/ZjwIABFBYWsmnTJlpbW3G5XKxZs4aMjAyzXl2ki/Y8Z+t0Dl5P9kZERHq7ADMfvmLFCnJzcxk/fjx9+vRh6tSpZGdnA3D06FGam5sBGDZsGHl5eSxfvpz58+czdOhQCgoKGDJkCADTpk3j1KlTzJw5k9OnT5OYmMiqVauw2+0AzJw5k3feecc7KnLrrbcC8NJLLzF69Gjy8vL4yU9+wqJFixgwYACZmZk89thjZr66iI+Ou2i95+BpH62IiJjIZmiuyKuurqmnuyC91H+U/JnzHoP0xCi++ca7rJ1xG8MG9uvpbomIyKfYTTcNuGKd7qIVsUDHQcc2rcETERELKOCJWMAwAJvN+xtOu2hFRMRMCngiFrh0DZ5G8ERExEwKeCIWMAzjkrtoe7Q7IiLSyyngiVjAO0WrETwREbGAAp6IBS5usmj/WSN4IiJiJgU8EQu030XbeYpWCU9ERMyjgCdigfarymydNln0cIdERKRXU8ATsYBxYY7WO4KnmyxERMRECngiFuhYg+enETwREbGAAp6IBQzDwM9m67TJQglPRETMo4AnYgHDaN9B60d7wtMuWhERMZMCnogFOvJcxwiezsETEREzKeCJWODiTRYawRMREfMp4IlYoP0uWpt3F60G8ERExEwKeCIW6FiDZ/OO4CnhiYiIeRTwRCxgXFiF56erykRExAIKeCIWaB/B63yThRKeiIiYRwFPxALta/A632QhIiJiHgU8EQt07KK1oRE8ERExnwKeiAXa81znmyx6sjciItLbKeCJWMDgwk0WWoMnIiIWUMATsYifrfNNFj3bFxER6d0U8EQs0HHunfcmC5TwRETEPAp4IhboOCZFN1mIiIgVFPBELGBA+y5a7yYLJTwRETGPAp6IFQzjwjl4HVeV9XB/RESkVzM14NXW1pKdnc2YMWOYMGECS5Yswe12X7ZtaWkpU6ZMYdSoUUyePJmtW7d66wzDID8/n9TUVJKSkpg+fTqHDh3y+fyJEyd45JFHiI2N7fLsgwcPMn36dJKSkkhJSaGgoEC7GMVSngvbaC8M4Om/PxERMZWpAW/OnDmEh4dTVlZGcXEx+/btIz8/v0u7qqoqcnJymDt3Lnv27GHevHksWLCA6upqAIqLi9m4cSOFhYXs3LmTxMREsrKyOHfuHAC///3vefjhhxk0aFCXZ7e0tJCVlcWoUaN46623ePHFF9mwYQPr1q0z89VFfHRM0WoET0RErGBawHO5XBw4cICcnBxCQkKIiooiKyuLkpISPB7fi5pKSkpITk4mNTWVoKAgUlJSGDt2LOvXrwdg7dq1zJgxg9jYWIKDg5k9ezZNTU3s2rULgPr6en7+858zadKkLv148803OXv2LHPnzqVfv35ER0eTmZmpgCeW6rjJ4uImCyU8ERExj2kBr7KykkGDBhEREeEti4uLo7GxkWPHjnVpGxcX51PmdDpxuVy0tLRw+PBhnE6nt85utxMTE4PL5QJg4sSJDB8+/Ir9iImJISAgwOfZ1dXV3hFAESv42WzYNIInIiIWMC3gNTQ0EBIS4lMWGhoKtI+4dadtfX09jY2NGIbh/eyl9TfSj7CwMDweD42Njd1+H5GPwnNhjtZPV5WJiIgFTF2Ddz3TUNdq+1GmtDQdJj3t4jEpuqpMRETMZ1rAi4iIoKGhwaes42eHw+FTHh4eftm2DoeDsLAw/Pz8Llvfefr3evvh7+9PWFhYt99H5KMwDOPCXbTtP3uu3lxEROQjMS3gxcfHc/LkSerq6rxlFRUVOBwOBg8e3KXt/v37fcpcLhcjR44kKCiI6Oho73o7ALfbTVVVFQkJCd3qx8GDB32OZ6moqGDEiBEEBgbe6OuJXDc/m827i1YjeCIiYibTAp7T6SQhIYFly5bR1NRETU0NK1euJCMjA5vNRlpaGuXl5QCkp6dTXl5OWVkZbrebzZs3s3fvXtLT0wHIyMigqKiI6upqmpubycvLIzIykuTk5Gv2Y8KECYSFhVFQUEBzczNVVVUUFRWRmZlp1quLdNGx5s6mNXgiImKBgGs3uXErVqwgNzeX8ePH06dPH6ZOnUp2djYAR48epbm5GYBhw4aRl5fH8uXLmT9/PkOHDqWgoIAhQ4YAMG3aNE6dOsXMmTM5ffo0iYmJrFq1CrvdDsDMmTN55513vKMit956KwAvvfQSo0ePZvXq1eTm5nLHHXcQGhrKo48+ygMPPGDmq4v4uHhMikbwRETEfDZDf9J41dU19XQXpJdKLfw/vjQ8kq/f+XnG5/+OOeM/z4zbB1/7gyIiIldw000Drlinu2hFLGDAJXfR6u9VIiJiHgU8EQt0BLqLN1n0YGdERKTXU8ATsYBhtJ+BZ9MInoiIWEABT8QivnfR9mhXRESkl1PAE7FA+wgeGsETERFLKOCJWMBjGNhoD3c2dJOFiIiYSwFPxAIGFw859rPpHDwRETGXAp6IRWwd/7TZtAZPRERMpYAnYgHDMLzr7/xsuqpMRETMpYAnYgGP0XmK1kabEp6IiJhIAU/EAgYXp2j9/Wy0aY5WRERMpIAnYgXD8I7gBfhpBE9ERMylgCdigfZdtO0Jz18BT0RETKaAJ2IBj3FxilYjeCIiYjYFPBGLdF6Dd15r8ERExEQKeCIm6zjUuGMNnqZoRUTEbAp4IibriHIdV5X565gUERExmQKeiMk8F8Kc34XfbRrBExERsyngiZis7UKW8+u0i/a8Ap6IiJhIAU/EZJ4La/D8LwQ87aIVERGzKeCJmKzNO0WrgCciItZQwBMxWUeY8/frNEWrY1JERMRECngiJrs4Rdv+szZZiIiI2RTwREzWZZOFjkkRERGTKeCJmMxzyRo8jeCJiIjZFPBETHa5KVodkyIiImZSwBMxWduFgOenY1JERMQiCngiJvN42v/pr2NSRETEIqYGvNraWrKzsxkzZgwTJkxgyZIluN3uy7YtLS1lypQpjBo1ismTJ7N161ZvnWEY5Ofnk5qaSlJSEtOnT+fQoUPe+tOnT/Pss88ybtw4vvjFL/Lss8/S1NQEwPHjx4mNjSU+Pp5bb73V+2v16tVmvrqI16UjeP5+Nm+ZiIiIGUwNeHPmzCE8PJyysjKKi4vZt28f+fn5XdpVVVWRk5PD3Llz2bNnD/PmzWPBggVUV1cDUFxczMaNGyksLGTnzp0kJiaSlZXFuXPnAPj2t79NQ0MDr7/+Om+88QYNDQ0sWrTI5ztKS0txuVzeX08++aSZry7iddlz8DSCJyIiJjIt4LlcLg4cOEBOTg4hISFERUWRlZVFSUkJno45qwtKSkpITk4mNTWVoKAgUlJSGDt2LOvXrwdg7dq1zJgxg9jYWIKDg5k9ezZNTU3s2rWLU6dOUVZWxjPPPMPAgQNxOBw8/fTTbNmyhQ8++MCs1xPpti6bLHRMioiImMy0gFdZWcmgQYOIiIjwlsXFxdHY2MixY8e6tI2Li/MpczqduFwuWlpaOHz4ME6n01tnt9uJiYnB5XLx7rvvYrPZGD58uLd++PDhGIbBu+++6y1btmwZd955J7fffjtLly694lSxyMet4+8zPlO0CngiImIi0wJeQ0MDISEhPmWhoaEA1NfXd6ttfX09jY2NGIbh/eyl9Q0NDfTr1w9/f39vnd1up1+/ftTX1xMYGEhCQgJ33XUX27Zt4+WXX6asrIwVK1Z8nK8rckXeNXg6B09ERCxi6ho84zoWkl+r7dXqr1YXGRnJa6+9xtSpUwkMDMTpdDJr1iw2bdrU7b6JfBQXp2gv7qLVGjwRETGTaQEvIiKChoYGn7KOnx0Oh095eHj4Zds6HA7CwsLw8/O7bH1ERAQRERF8+OGHtLa2eutaW1v58MMPu3xPh6ioKN5//33a2tpu+P1EuqvNe5NF+88awRMREbOZFvDi4+M5efIkdXV13rKKigocDgeDBw/u0nb//v0+ZS6Xi5EjRxIUFER0dDQul8tb53a7qaqqIiEhgREjRmCz2Thw4IC3fv/+/fj7++N0Otm9ezcrV670efZ7773HoEGDfKZ1RcziueQu2gAdkyIiIiYzLeA5nU4SEhJYtmwZTU1N1NTUsHLlSjIyMrDZbKSlpVFeXg5Aeno65eXllJWV4Xa72bx5M3v37iU9PR2AjIwMioqKqK6uprm5mby8PCIjI0lOTiYiIoL77ruPH//4x7z//vvU1dXxox/9iMmTJxMaGsqAAQMoLCxk06ZNtLa24nK5WLNmDRkZGWa9uoiPS6dodUyKiIiYzdQ1eCtWrOD06dOMHz+ehx56iDvvvJPs7GwAjh49SnNzMwDDhg0jLy+PH/3oRyQmJlJYWEhBQQFDhgwBYNq0aaSnpzNz5kzuuOMO3n33XVatWoXdbgdg8eLFDBw4kC996Uvcd9993HLLLXznO98B2kcH8/LyeOmll0hKSuI//uM/yMzM5LHHHjPz1UW8zl96Dt6FY1KuZ42qiIjI9bAZ+lPGq66uqae7IL3Q7r98wNc37Ofn6SMZGRXKz3f/lVX/91f2zB/vDX0iIiLX66abBlyxTnfRipjs0rtoO/6pjRYiImIWBTwRk116F23AhYDXesmNLiIiIh8XBTwRk3k8vpssggLaf9u5zyvgiYiIORTwREzmMXzPwesIeOcU8ERExCQKeCIma7vkHLw+Ae3nL7a0KuCJiIg5FPBETHalKVqN4ImIiFkU8ERM1rHJomP3bJC9/bddy3ldlSciIuZQwBMx2aV30XaM4LVoBE9EREyigCdiskuvKutYg6cpWhERMYsCnojJLt1koTV4IiJiNgU8EZN5vFO0vgGvpVVr8ERExBwKeCImuzhF2/5zH7umaEVExFwKeCIm63oOnqZoRUTEXAp4IibznoN36RStjkkRERGTKOCJmKztkoAX4GfDz6YRPBERMY8CnojJOg467piitdls9LX7c1ZXlYmIiEkU8ERMdukmC4ABQQGcbmntoR6JiEhvp4AnYjLPhYG6jmNSAML62mk8e76HeiQiIr2dAp6IyS6dogUI7RtAo0bwRETEJAp4IiY77zG8Gyw6hPax03hWAU9ERMyhgCdispbWNoIvHG7cIbSvnQZN0YqIiEkU8ERM9qG7jeBA34AX1jeApnPnOX/hCBUREZGPkwKeiMnOXmYELyI4EID3P3T3RJdERKSXU8ATMdnlRvAGh/cFoKb+bE90SUREejkFPBGTnXW30feSgDfkQsA7Vt/cE10SEZFeTgFPxGTNrW30u2SKNnJAEH0C/DhySgFPREQ+fgp4IiZrvswInp/NxqhbQtnz1/oe6pWIiPRmpga82tpasrOzGTNmDBMmTGDJkiW43ZdfVF5aWsqUKVMYNWoUkydPZuvWrd46wzDIz88nNTWVpKQkpk+fzqFDh7z1p0+f5tlnn2XcuHF88Ytf5Nlnn6Wpqclbf/DgQaZPn05SUhIpKSkUFBRgGNq9KNZodrfR75KABzBhmINj9WfZe6yhB3olIiK9makBb86cOYSHh1NWVkZxcTH79u0jPz+/S7uqqipycnKYO3cue/bsYd68eSxYsIDq6moAiouL2bhxI4WFhezcuZPExESysrI4d+4cAN/+9rdpaGjg9ddf54033qChoYFFixYB0NLSQlZWFqNGjeKtt97ixRdfZMOGDaxbt87MVxfxam5to6+9a8C733kzg0KC+M5vqjjeoM0WIiLy8TEt4LlcLg4cOEBOTg4hISFERUWRlZVFSUkJno7LOS8oKSkhOTmZ1NRUgoKCSElJYezYsaxfvx6AtWvXMmPGDGJjYwkODmb27Nk0NTWxa9cuTp06RVlZGc888wwDBw7E4XDw9NNPs2XLFj744APefPNNzp49y9y5c+nXrx/R0dFkZmYq4Ikl3Oc9nDvv6bKLFqCP3Z8fTY3n3HkPM/57H0Xv1HC84axGl0VE5CMLMOvBlZWVDBo0iIiICG9ZXFwcjY2NHDt2jKFDh/q0HTdunM/nnU4nu3fvpqWlhcOHD+N0Or11drudmJgYXC4XQUFB2Gw2hg8f7q0fPnw4hmHw7rvvUllZSUxMDAEBAT7P/q//+i/OnTtHUFCQCW9/ZbWnWzj6vhbW/7P44/FGAJyfGXDZ+mED+/Fyxiie33KQ/J1Hyd95lIhgO4NC+nBT/0BuHhBEv0B/bDYb/QL96WP3JyjAj0B/PwL9bdhsNmzAxWtubdhseMtsXPiB9n8YdPwfMDAwjPYfL2bKi2Xepobh06b939t/8Cm78Fnvkwzfso7vvrTM6PQgw/u5jqKOB9o47/HQ0urBZoP+QQH0C/SnX2AA/n4X3vPCS3b8T2HzvR1ORMRS0Tf1Z2C/wB77ftMCXkNDAyEhIT5loaGhANTX1/sEvCu1ra+vp7GxEcMwvJ+9tL6hoYF+/frh739xhMRut9OvXz9v/aXPDgsLw+Px0NjYSGRk5Mfxut224PVKqus+tPQ7pWdFhfbh9s+FXbH+c+F9+Vl6AscbzvK79z6g6h9n+EfTOf76wVneOdZAS2sbbRrUExH5VEn+fAQ//vf4Hvt+0wIecF1TTddqe7X6j/JZqxV85Vb+1tDS090Qi9hs8HlHMHb/a6+GuCWsL9MSoy5bZxgGZ1s9nG1t49x5D+42D61tHjzeIbALI2NcHAHrGHmjU9nFkb2LHby0rGPUr/NI2JXKbOAzQtgxotjRxufzl37PhQbX6pMNGx4M7H5+9LH74THgzLnznDl3nubWNjwe39G/jn8XEelJn48I7tHvNy3gRURE0NDguzuw42eHw+FTHh4eftm2DoeDsLAw/Pz8LlsfExNDREQEH374Ia2trdjtdgBaW1v58MMPcTgcREREcOTIkS6f9ff3JyzsyqMqZokIDvReUyXSXTabjeBA/8uu5ftnFBQQiKMHpz5ERD7pTNtkER8fz8mTJ6mrq/OWVVRU4HA4GDx4cJe2+/fv9ylzuVyMHDmSoKAgoqOjcblc3jq3201VVRUJCQmMGDECm83GgQMHvPX79+/H398fp9NJfHw8Bw8e9DmepaKighEjRhAYqD8gREREpPcxLeA5nU4SEhJYtmwZTU1N1NTUsHLlSjIyMrDZbKSlpVFeXg5Aeno65eXllJWV4Xa72bx5M3v37iU9PR2AjIwMioqKqK6uprm5mby8PCIjI0lOTiYiIoL77ruPH//4x7z//vvU1dXxox/9iMmTJxMaGsqECRMICwujoKCA5uZmqqqqKCoqIjMz06xXFxEREelRNsPEBWonT54kNzeXPXv20KdPH6ZOncqCBQvw9/cnNjaWF198kbvvvhuAbdu2sXz5cmpqahg6dCjf+MY3uPPOO73PKiwsZO3atZw+fZrExEQW38MakgAACi5JREFUL17MkCFDADhz5gyLFy9m+/bt2Gw27r33XhYtWkTfvu33fR45coTc3FwqKioIDQ1lxowZPPHEE136W1fX1KVMRP7/9u4upqkzjAP4g8i2xESwxDiXeLNlpcCplsIoG2S1uswPOp1O1DjCpkv8WsywaMLuhhpl2VcyMV5o1GU6XTQxWXSoLDOLF9vUZUqBUr+2II4CJZzCKqXV/XdhPPEIzq3Iiof/L+kF78Mp5zzv8+Y8/TgHIiIaiSZOHPwODSLD3OA9btjgERER0ePinxo8/i9aIiIiIoNhg0dERERkMGzwiIiIiAyGDR4RERGRwbDBIyIiIjIYNnhEREREBsMGj4iIiMhg2OARERERGQxvdExERERkMHwHj4iIiMhg2OARERERGQwbPCIiIiKDYYNHREREZDBs8EaBP/74Q5YtWyYZGRkDYn6/X8rKyiQvL09mzpwp27dvl3uvuzlx4oTMnz9fcnJyZN68eXLq1CktBkA+//xzeeWVVyQvL0/Kysrk8uXLWrynp0cqKiqkqKhIXnrpJamoqJDe3t7hPdgRqK2tTVavXi0Oh0OcTqds2rRJotFooncr4fx+v7jdbpkxY4Zu/OzZs7J48WKx2+0ye/ZsOXjwoC5+4MABmTNnjtjtdlm8eLGcP39ei0WjUamqqpLp06eLw+GQ1atXSyAQ0OJGnosbN27IunXrpKCgQAoKCuS9996T9vZ2EeE6j8eFCxektLRU7Ha7FBYWisfjkc7OThFhjT4KW7du1Z2TmNNhADK0n3/+GYWFhfB4PDCbzbpYX18fnE4nPv30U/z555+4dOkSnE4nvvrqKwCAz+eDoiioq6tDJBLBd999B6vVCr/fDwDYv38/nE4nmpubEQ6H8dlnn8HlciESiQAA1q1bhxUrVqCzsxPBYBArVqxAeXn5/5uAEWDhwoWorKxEKBRCa2srXn/9dXz00UeJ3q2EOn78OIqKirB27Vq4XC5tvKOjAzk5OThw4AD6+vrwyy+/wG6344cffgAAnD59Gna7HefOnUMkEsHBgwdht9vR2dkJAKiursb8+fPR0tKCnp4eVFZWoqSkRHt+I8+F2+1GRUUFent7EQwGUVZWhpUrV3Kdx0FVVeTk5GDfvn2IRqMIBoMoLS3FmjVrWKOPQFNTE/Lz87VzEnM6PNjgGdyJEyfg8/nw/fffD2jwamtrkZ+fj1gspo3t3r0b8+bNAwBUVVVh1apVum1WrlyJLVu2AACKi4uxZ88eLRaNRpGXl4e6ujp0dnbCYrGgoaFBi9fX1yMzMxNdXV2P/DhHqvr6elgsFt0x19bW4oUXXsDt27cTuGeJdfjwYdy4cQNffvmlrsHbvXs33G637nerqqqwZs0aAHfqb/Pmzbp4cXEx9u7di1gshtzcXJw8eVKLdXV1ISMjA01NTYaei1AohMrKSgQCAW3s2LFjyMnJ4TqPQ0dHB44cOaIb++KLL+ByuVijQ3T79m2UlJRg586d2jmJOR0e/IjW4GbNmiUWi2XQWGNjo5jNZhk7dqw2lpWVJZcuXZL+/n5pbGyU7Oxs3TZZWVni9XolEonIlStXJCsrS4ulpKSI2WwWr9crPp9PkpKSdH/bYrEIAPH5fI/4KEeuxsZGmTx5sphMJm0sOztbQqGQtLS0JHDPEmvRokXyzDPPDBj/p5q7G7+35u6Nt7S0SG9vry5uMpnk6aefFq/Xa+i5GD9+vGzbtk0mTZqkjbW1tcmkSZO4zuMwceJEeeONN0TkzkfUV69elaNHj0pxcTFrdIgOHTokTz31lLjdbm2MOR0ebPBGMVVVZfz48bqxtLQ0+euvvyQUCg0aT01Nle7ubgmFQgJAUlNTB42rqirjxo2T5ORkLZaSkiLjxo2T7u7u4TuoEeZBORSRUZWHf+tBNXk3Vw/Kp6qqoqqq9vP98bs1OVrm4tq1a7Jz505Zu3Yt1/kQNDc3i6Io4na7xWq1Snl5OWt0CILBoOzYsUM++OAD3ThzOjzY4D3mTp8+LRkZGYM+tm/f/tDt8ZB/ZDKU+MO2HS2Yh/9mqPka7TXp9XqltLRUli9fLq+99pqIcJ3Hy2KxSENDgxw7dkx+++038Xg8IsIajde2bdukpKREnn322QEx5vTRG/vwX6GRzOVyid/vj2tbk8kkV69e1Y2pqirJycmSlpYmEyZM0F4d3RtPT0+XtLQ0GTNmzKBxs9ksJpNJwuGwxGIxSUlJERGRWCwm4XBY0tPT49rfx5HJZBo0RyIyqvLwbw1Wc93d3VquJkyYMOBVt6qqYjKZtI9g7n/FfjcOwPBzcebMGSkvL5eKigpZtmyZiHCdD1VSUpI899xz4vF4ZOnSpVJQUMAajcOPP/4oXq9Xtm7dOiDGdT88+A7eKKYoivj9ft3l4vX19ZKZmSlPPPGEKIoiDQ0Num28Xq9MmzZNnnzySXn++ee170iI3LlUvbm5WWw2m2RmZkpSUpI0NTVp8YaGBklOTh7wXQojUxRF2tvbtdsriNzJcXp6ukyZMiWBezYyWa3WB9aciAxak/X19WKz2WTKlCmSmpqqi7e3t0sgEBCbzWb4ubh48aKsX79ePvzwQ625E+E6j0dtba0sXLhQNzZmzJ3TpdPpZI3G4ZtvvpH29nZ5+eWXxeFwaPl1OBxiNpuZ0+Hwf13NQYk12FW0/f39mDFjBj7++GOEw2H4fD4UFhbi6NGjAIDLly9DURScOnUK/f39+PbbbzF16lT8/vvvAIBDhw6hqKgIfr8f4XAY1dXVmDVrFqLRKADA4/Hg7bffRjAYREdHB0pLS/H+++//vwc+AixZsgQbN25ET08PWlpaMHfuXNTU1CR6t0aE+6+i7erqQm5uLvbv349IJIKffvoJNpsNZ8+eBQCcOXMGNptNu13C3r174XA4oKoqAOCTTz6B2+3G9evXEQqF4PF4UFZWpj2/UeciFoth7ty52Ldv34AY1/l/FwgEYLfbUVNTg76+PgSDQbzzzjtYunQpazROqqqira1Ne/z6668wm81oa2tDa2srczoM2OAZ3PLly6EoCrKzs2E2m6EoChRF0RbOlStX8Oabb8JqtaKoqAi7du3SbV9XV4fZs2cjOzsbxcXF2n2J7qqpqUFhYSGsViveeust7aQAAL29vdiwYQPsdjtyc3NRWVmJmzdvDv9BjzCBQACrVq3CtGnT4HA4UF1djVu3biV6txLq1VdfhaIoyMrK0tVla2srzp8/jwULFkBRFMycOVNrRO76+uuv4XK5oCgKFi1ahIsXL2qxaDSKzZs3Iz8/HzabDe+++67u9ghGnYtz587p8njvo7W1les8DhcuXMCSJUtgtVrx4osvYv369dptaFijQ3f9+nXdmw7M6aOXBIzSbx8SERERGRS/g0dERERkMGzwiIiIiAyGDR4RERGRwbDBIyIiIjIYNnhEREREBsMGj4iIiMhg2OARERERGQwbPCIiIiKDYYNHREREZDB/A1gQ2petYj9rAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"moXUfwvVX04B","executionInfo":{"status":"ok","timestamp":1602340346726,"user_tz":-330,"elapsed":2489,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"49635446-f341-4569-d55d-1d1baf56ec00","colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["pd.Series(np.log1p(train[Target_col])).plot(kind='density', title='log distribution', fontsize=14, figsize=(10,4))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 720x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Tu2Yc8DYw3iG","executionInfo":{"status":"ok","timestamp":1602340348397,"user_tz":-330,"elapsed":1928,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"fef978a2-c33c-4420-fab0-4b3c50fb70dc","colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["train[Target_col].plot(kind='box', vert=False, fontsize=14, figsize=(12,4), title='box-plot')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 864x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"icbxhpIRxSUY","executionInfo":{"status":"ok","timestamp":1602340350655,"user_tz":-330,"elapsed":1731,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"15171b92-0fc6-4475-9dbd-452680cfb73d","colab":{"base_uri":"https://localhost:8080/","height":298}},"source":["pd.Series(np.log1p(train[Target_col])).plot(kind='box', title='box-plot log transformation', vert=False, fontsize=14, figsize=(12,4))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 864x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"v2G-4tQ9Y2BO"},"source":["## 4.Variable Datatype"]},{"cell_type":"code","metadata":{"id":"f0vSIx_ByDLy","executionInfo":{"status":"ok","timestamp":1602340352644,"user_tz":-330,"elapsed":1317,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"9b0bbd3e-f360-4971-d1e2-be49e2e4f1d3","colab":{"base_uri":"https://localhost:8080/","height":117}},"source":["train.head(1)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>POSTED_BY</th>\n","      <th>UNDER_CONSTRUCTION</th>\n","      <th>RERA</th>\n","      <th>BHK_NO.</th>\n","      <th>BHK_OR_RK</th>\n","      <th>SQUARE_FT</th>\n","      <th>READY_TO_MOVE</th>\n","      <th>RESALE</th>\n","      <th>ADDRESS</th>\n","      <th>LONGITUDE</th>\n","      <th>LATITUDE</th>\n","      <th>TARGET(PRICE_IN_LACS)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Owner</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>BHK</td>\n","      <td>1300.236407</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>Ksfc Layout,Bangalore</td>\n","      <td>12.96991</td>\n","      <td>77.59796</td>\n","      <td>55.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["  POSTED_BY  UNDER_CONSTRUCTION  ...  LATITUDE  TARGET(PRICE_IN_LACS)\n","0     Owner                   0  ...  77.59796                   55.0\n","\n","[1 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"yQ9Nu5DMYz7D","executionInfo":{"status":"ok","timestamp":1602340354322,"user_tz":-330,"elapsed":827,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"ddcc0fc4-84a5-4ddf-8a0f-985ff1d1efa8","colab":{"base_uri":"https://localhost:8080/","height":340}},"source":["train.info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 29451 entries, 0 to 29450\n","Data columns (total 12 columns):\n"," #   Column                 Non-Null Count  Dtype  \n","---  ------                 --------------  -----  \n"," 0   POSTED_BY              29451 non-null  object \n"," 1   UNDER_CONSTRUCTION     29451 non-null  int64  \n"," 2   RERA                   29451 non-null  int64  \n"," 3   BHK_NO.                29451 non-null  int64  \n"," 4   BHK_OR_RK              29451 non-null  object \n"," 5   SQUARE_FT              29451 non-null  float64\n"," 6   READY_TO_MOVE          29451 non-null  int64  \n"," 7   RESALE                 29451 non-null  int64  \n"," 8   ADDRESS                29451 non-null  object \n"," 9   LONGITUDE              29451 non-null  float64\n"," 10  LATITUDE               29451 non-null  float64\n"," 11  TARGET(PRICE_IN_LACS)  29451 non-null  float64\n","dtypes: float64(4), int64(5), object(3)\n","memory usage: 2.7+ MB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ymi-xlBdZB5v"},"source":["## 5.Null Value"]},{"cell_type":"code","metadata":{"id":"KsvLlX_WY-oS","executionInfo":{"status":"ok","timestamp":1602340356486,"user_tz":-330,"elapsed":868,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"4f16a29b-ebfc-44ce-8853-085dce15f3f0","colab":{"base_uri":"https://localhost:8080/","height":238}},"source":["percent_null_val = 100*(train.isnull().sum()/train.shape[0]).round(3)\n","percent_null_val.sort_values(ascending=False)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["TARGET(PRICE_IN_LACS)    0.0\n","LATITUDE                 0.0\n","LONGITUDE                0.0\n","ADDRESS                  0.0\n","RESALE                   0.0\n","READY_TO_MOVE            0.0\n","SQUARE_FT                0.0\n","BHK_OR_RK                0.0\n","BHK_NO.                  0.0\n","RERA                     0.0\n","UNDER_CONSTRUCTION       0.0\n","POSTED_BY                0.0\n","dtype: float64"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"Mu2YuAUnZ55f"},"source":["## 6.Unoque value in each column"]},{"cell_type":"code","metadata":{"id":"ry8fvTMAZ5mE","executionInfo":{"status":"ok","timestamp":1602340358837,"user_tz":-330,"elapsed":1274,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"9178c5fc-5c37-476d-a698-b05b6eeb85b2","colab":{"base_uri":"https://localhost:8080/","height":238}},"source":["train.nunique()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["POSTED_BY                    3\n","UNDER_CONSTRUCTION           2\n","RERA                         2\n","BHK_NO.                     16\n","BHK_OR_RK                    2\n","SQUARE_FT                19561\n","READY_TO_MOVE                2\n","RESALE                       2\n","ADDRESS                   6899\n","LONGITUDE                 4087\n","LATITUDE                  4078\n","TARGET(PRICE_IN_LACS)     1172\n","dtype: int64"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"markdown","metadata":{"id":"gbulTHcuaJ2S"},"source":["# Analyzing Each Variable & their relationships"]},{"cell_type":"code","metadata":{"id":"TY3VdmNaaRm5","executionInfo":{"status":"ok","timestamp":1602340361376,"user_tz":-330,"elapsed":1572,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"b43ee16c-447b-446a-f9c1-02bc0694115d","colab":{"base_uri":"https://localhost:8080/","height":85}},"source":["train.columns"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['POSTED_BY', 'UNDER_CONSTRUCTION', 'RERA', 'BHK_NO.', 'BHK_OR_RK',\n","       'SQUARE_FT', 'READY_TO_MOVE', 'RESALE', 'ADDRESS', 'LONGITUDE',\n","       'LATITUDE', 'TARGET(PRICE_IN_LACS)'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"WShzA420a21i"},"source":["# Segregating Categorical & Numerical Variables"]},{"cell_type":"code","metadata":{"id":"R8Mk7tDEaYBE"},"source":["cat_col = ['POSTED_BY', 'UNDER_CONSTRUCTION', 'RERA', 'BHK_NO.', \n","           'BHK_OR_RK', 'READY_TO_MOVE', 'RESALE']"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"bwaYFtj2a8yo","executionInfo":{"status":"ok","timestamp":1602340365297,"user_tz":-330,"elapsed":1542,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"9d0a9a5f-fb2f-4254-d10a-bcdeb40264c0","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["num_col = [col for col in train.columns if col not in cat_col]\n","num_col"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['SQUARE_FT', 'ADDRESS', 'LONGITUDE', 'LATITUDE', 'TARGET(PRICE_IN_LACS)']"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"au-UNKSTth4R","executionInfo":{"status":"ok","timestamp":1602340366845,"user_tz":-330,"elapsed":865,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"95040031-e03d-4a38-8728-2c10333d3d4d","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["num_col = [c for c in list(num_col) if c!='ADDRESS']\n","num_col"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['SQUARE_FT', 'LONGITUDE', 'LATITUDE', 'TARGET(PRICE_IN_LACS)']"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"RoG523C6bnf9"},"source":["# Categorical Features"]},{"cell_type":"markdown","metadata":{"id":"8MZygpgibt3E"},"source":["## Univariate Analysis - Pie Charts."]},{"cell_type":"code","metadata":{"id":"WVQmOObwbp6e","executionInfo":{"status":"ok","timestamp":1602340371698,"user_tz":-330,"elapsed":2943,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"2373c7b8-6e2a-4629-de75-e3911e597b9a","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["fig, axis = plt.subplots(4,2, figsize=(14,22))\n","axes = [ax for axes_row in axis for ax in axes_row]\n","\n","for i,c in enumerate(train[cat_col]):\n","  _ = train[c].value_counts()[::-1].plot(kind='pie', ax=axes[i], title=c, autopct='%.0f', fontsize=12)\n","  _ = axes[i].set_ylabel('')\n","\n","_ = plt.tight_layout()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x1584 with 8 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"AYAU4bCfjIvv"},"source":["## Univariate Analysis - CountPlots"]},{"cell_type":"code","metadata":{"id":"zv3YFTzvi20f"},"source":["fig, axes = plt.subplots(4,2,figsize=(16,16))\n","axes = [ax for axes_row in axes for ax in axes_row]\n","\n","for i,c in enumerate(train[cat_col]):\n","  _ = train[c].value_counts()[::-1].plot(kind='barh', ax=axes[i], title=c, fontsize=12)\n","\n","_ = plt.tight_layout()\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"stvehO1s6Xyb"},"source":["### Multivariate Anlysis"]},{"cell_type":"markdown","metadata":{"id":"QAWuqaWj6uMZ"},"source":["#### Catplot"]},{"cell_type":"code","metadata":{"id":"gF06LxZs6g3q","executionInfo":{"status":"ok","timestamp":1602340400809,"user_tz":-330,"elapsed":2101,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"c757b869-0283-468c-f37b-d428671a435b","colab":{"base_uri":"https://localhost:8080/","height":400}},"source":["sns.catplot(x='POSTED_BY', y=Target_col, data=train, height=5, aspect=24/16)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 0x7ff5f0bf4898>"]},"metadata":{"tags":[]},"execution_count":21},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 540x360 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"j-mEIUxl7xDI"},"source":["['POSTED_BY', 'UNDER_CONSTRUCTION', 'RERA', 'BHK_NO.', \n","           'BHK_OR_RK', 'READY_TO_MOVE', 'RESALE']"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"TzXdh5Yx7pCV","executionInfo":{"status":"ok","timestamp":1602340515423,"user_tz":-330,"elapsed":2286,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"c4bd09d3-f65b-4185-fb94-ab0a906632a2","colab":{"base_uri":"https://localhost:8080/","height":400}},"source":["sns.catplot(x='UNDER_CONSTRUCTION', y=Target_col, data=train, height=5, aspect=24/16)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 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\n","text/plain":["<Figure size 540x360 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"y_wODbdC8BFu","executionInfo":{"status":"ok","timestamp":1602340545467,"user_tz":-330,"elapsed":2135,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"e333a885-8760-4ea4-8521-18e014568ac2","colab":{"base_uri":"https://localhost:8080/","height":400}},"source":["sns.catplot(x='RERA', y=Target_col, data=train, height=5, aspect=24/16)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 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\n","text/plain":["<Figure size 540x360 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"-YlPYPRW8NXw","executionInfo":{"status":"ok","timestamp":1602340682148,"user_tz":-330,"elapsed":2460,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"6bdc2bee-6f06-4492-8440-c0ec89bfabd7","colab":{"base_uri":"https://localhost:8080/","height":328}},"source":["sns.catplot(x='BHK_OR_RK', y=Target_col, data=train, height=4, aspect=24/16)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"onoEI1MB8opr","executionInfo":{"status":"ok","timestamp":1602340719109,"user_tz":-330,"elapsed":2001,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"82888461-6f37-4b1a-9a37-d70dd99fb209","colab":{"base_uri":"https://localhost:8080/","height":328}},"source":["sns.catplot(x='READY_TO_MOVE', y=Target_col, data=train, height=4, aspect=24/16)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"a9KSYhJR8xbO","executionInfo":{"status":"ok","timestamp":1602340740411,"user_tz":-330,"elapsed":1999,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"f2a58a2a-b5d0-4168-8139-232fbd70e246","colab":{"base_uri":"https://localhost:8080/","height":328}},"source":["sns.catplot(x='RESALE', y=Target_col, data=train, height=4, aspect=24/16)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"xhgR5lY1qz-O"},"source":["## Numerical Features"]},{"cell_type":"markdown","metadata":{"id":"WltO-syyq4uh"},"source":["## 1. Univariate Analysis - Boxplots"]},{"cell_type":"code","metadata":{"id":"acdvTqy2qJ8m","executionInfo":{"status":"ok","timestamp":1602338167364,"user_tz":-330,"elapsed":1750,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"888c008c-a978-49bc-c299-1abd2ce206d1","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["fig, axes = plt.subplots(4,1,figsize=(12,18))\n","\n","for i,c in enumerate(train[num_col]):\n","  _ = train[[c]].boxplot(ax=axes[i], vert=False)\n","\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x1296 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"_A0RR4b2u6eq"},"source":["## 2. Univariate Analysis - Density Plots"]},{"cell_type":"code","metadata":{"id":"Ey-l2D5VrCkv","executionInfo":{"status":"ok","timestamp":1602338179586,"user_tz":-330,"elapsed":4234,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"e2ea4f5d-844b-4ddf-ed73-85dce3dbc874","colab":{"base_uri":"https://localhost:8080/","height":815}},"source":["sns.set(font_scale=1.3)\n","fig, axes = plt.subplots(2,2, figsize=(18,14))\n","axes = [ax for axes_row in axes for ax in axes_row]\n","\n","for i, c in enumerate(num_col):\n","  sns.kdeplot(data=train, x=c, ax=axes[i], fill=True)\n","\n","plt.tight_layout()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f83b0c82588>"]},"metadata":{"tags":[]},"execution_count":27},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f83b0bdedd8>"]},"metadata":{"tags":[]},"execution_count":27},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f83b0c13860>"]},"metadata":{"tags":[]},"execution_count":27},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 1296x1008 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"TIOsQCjizNw9"},"source":["### After log"]},{"cell_type":"code","metadata":{"id":"Es-zK12tzLnu","executionInfo":{"status":"ok","timestamp":1602338689610,"user_tz":-330,"elapsed":2154,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"425ee256-d3db-4232-c907-7c5a776994fe","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["fig, axes = plt.subplots(4,1,figsize=(12,18))\n","\n","for i,c in enumerate(train[num_col]):\n","  _ = np.log1p(train[[c]]).boxplot(ax=axes[i], vert=False)\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x1296 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"1bgT6bc01F58","executionInfo":{"status":"ok","timestamp":1602338967011,"user_tz":-330,"elapsed":4299,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"aee2fddf-0db4-4cd0-ada8-9d107593c87a","colab":{"base_uri":"https://localhost:8080/","height":815}},"source":["log_data = pd.DataFrame()\n","for c in num_col:\n","  log_data[c] = np.log1p(train[c])\n","\n","sns.set(font_scale=1.3)\n","fig, axes = plt.subplots(2,2, figsize=(18,14))\n","axes = [ax for axes_row in axes for ax in axes_row]\n","\n","for i, c in enumerate(num_col):\n","  sns.kdeplot(data=log_data, x=c, ax=axes[i], fill=True)\n","\n","plt.tight_layout()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f83aeda7be0>"]},"metadata":{"tags":[]},"execution_count":37},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f83aeaaaf60>"]},"metadata":{"tags":[]},"execution_count":37},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f83aea76710>"]},"metadata":{"tags":[]},"execution_count":37},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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uvh59iqBLT8AUxDwA8w0JwBP8dWGKeq1Wo9XhUAAACAXgviRO5cPfw8R9WQgB9gGgJ+gIHqAT+n4eds25JjWwpj+vgBAAAApquX9Fqzft6nhx9gJAJ+gIHCKJ2zMa/vOgro0wEAAAAYr1lJr8+UXsBIBPwAA4VzlPRKku/ZCnlTBwAAAIwXxqlce/YMP891CPgBBiLgBximVqspiueexOW5DpO4AAAAgD4QRnP38PM9MvwAExHwAwwTxqkcx5I9x10837Up6QUAAAD6QBA2mdLr2goihnYApiHgBxgmCBP5swzsmObRmBcAAADoC0GUzFn947uOgpCBfoBpCPgBhgmiRL4396+2R4YfAAAA0BeCZv29uTYAjETADzBM/Q29hQw/3tQBAAAA44VROmcPP8/j2gAwEQE/wDBBlMif4w6eREkvAAAA0C+aZfh5jq04TpWmtR6uCkC3EfADDBOGc7+hS5Lr2Aoi+nQAAAAApgvjdM4efpZlkeUHGIiAH2CYIEqbBvzo0wEAAAD0hzCae0qvJBU8R1UqgACjEPADDNNsCpdUz/CrhnGPVgQAAABgoYRxIs+x5nyO7zpcHwCGIeAHGCZo4Q4ePfwAAACA/hBGadPrA5+SXsA4BPwAwwRhMucULmn6Dh5v6AAAAIDpwhYqgEgIAMxDwA8wTCsp+7yhAwAAAP0hjFvo8U0PP8A4BPwAw0RxKqeVO3ik7AMAAADGi5pM6ZUk37EJ+AGGIeAHGCaMU7l28ww/3tABAAAAs8VJqlqtJrul6wOGdgAmIeAHGCaKk6YZfr5rKyTDDwAAADBaFKfyXEeWNXfAz3FshXHao1UB6AUCfoBh4rgmt5UefgT8AAAAAKOFUdK0f58keY5FQgBgGAJ+gGHCuPmUXs91CPgBAAAAhgtaGNgh1TP8IjL8AKMQ8AMME8WpnCY9OuolvbyhAwB654YbbtB73vMeHXXUUTrmmGN09tln6+GHH276usnJSX3qU5/Sa1/7Wh1xxBE6//zz9fzzz/dgxQCQf2GUNB3YIUmeYyugxzdgFAJ+gGGiOG0hw4+SXgBAb/30pz/Vqaeeqq985Su67bbb9OIXv1jnnnuunnzyyTlf97GPfUzr16/XF77wBX35y1/W5s2btWbNGqUpN64AoJkwai3Dz3VtBTHXB4BJCPgBhomSVE6THn6ObSmt1ZRwsQQA6JHpDL+DDjpIK1as0KWXXirf93X//ffP+prf/va3+v73v69LLrlERx99tA477DBdccUVevTRR/Xggw/2cPUAkE9hlMhtqYcfFUCAaQj4AYaJ41SuPfevtmVZ8j1HQcibOgBgYQRBoDAMtWjRolmf8/DDD6tQKOjoo4/e+dgBBxygAw88UOvXr+/FMgEg18I4kdckGUCSXIZ2AMZxF3oBADqrlQw/qd7HL4gSDRb5MwAA6L0rrrhCixYt0lvf+tZZn7N582YtXbpU9m43spYvX66xsbFM/96yZcNtrTOPRkdHFnoJxmOPu4897oziHyY1OOBryZLBPT6362NLFlf0x21V9r3D2M/eYJ8b40ofMEyU1Jr28JMkn0m9AIAFcv311+uuu+7SunXrNDzcm0Dc+PiU0rTWk39rIY2OjmhsbHKhl2E09rj72OPOGRufUi1NtW1becbjS5YMzngsqEaaKgXsewfxc9wb/b7Ptm3NelOTkl7AMHGcym0hw89zmcQFAOi9a6+9VuvWrdPNN9+sQw89dM7nLl++XFu3bt1jQMf4+LhGR0e7uUwAMELYwkA/SXIdW2FMux/AJAT8AMNEcSqnSQ8/iUm9AIDeu/LKK3Xrrbdq3bp1Ouyww5o+/4gjjlC1WtVDDz2087Gnn35aTzzxhI488shuLhUAjBBGCQE/oE8R8AMMEyWtZfj5BPwAAD10ySWX6N///d911VVXab/99tPY2JjGxsY0OflCGc6tt96qk08+eefHK1as0Jvf/GZddNFF+vnPf65HHnlEH/vYx/SqV71Kxx133EJ8GwCQK/WAXyvVPwztAExDDz/AMHGSymnhLh4lvQCAXrr11lslSeedd96Mx1etWqXLL79ckrR161Zt2rRpxuevvPJKXXrppVqzZo2SJNHrX/96XXTRRXsM8gCAVtRqNf3v09v0//7kKaVpTRee9pqFXlJXBRky/CIy/ACjEPADDBPHqVy7xR5+3MUDAPTIY4891vQ5a9eu1dq1a2c8NjIysjMgCADzdcOdv9b//n6b/s9Ll+jxZ7Yv9HK6LogSea0kAxDwA4xDwA8wTKsZfi4BPwAAAPSZx5/ZrlVvfIWKnqMNm7Ys9HK6LghTDRabX/a7rq0o5toAMAm1EIBBkjRVTVILCX7yHEp6AQAA0F+qYaKC58j3HFWCeKGX03WtZvhNl/TWarUerApALxDwAwwSxzW5ji3LaqGk17FVJeAHAACAPjId8JseZGF6GWsYJfLc5pf9jm1JlqUk7d+A35aJal8EgdE/CPgBBqlP6G3t19pzCfgBAACgf8RJqjRN5TqWLMtS0Tc/yy+MM1wfOLbCyOwA6GziJNWVtz2s//7FMwu9FKBjCPgBBonidOfdymY811EQmX3AAQAAAKZVglgF39lZDVPog4Bf0GKGn1RPCAj7tI/ffz/8jMa2VzW2tbLQSwE6hoAfYJAoTlq+g+e79PADAABA/6iEiYreCwMsCp6jsuEBvywZfq5jKzS8xLmRUjXSf/3oCb3h0Bdp8/bqQi8H6BgCfoBBoqSWIcOPkl4AAAD0j2oQy/dfuAQueI6qpgf8okSe2/r1QRj13/XBf/5/m/Sn+y/WipcsIuAHo/Q84Pe9731Pp5xyig499FCddNJJ+vrXv970Nb///e/1oQ99SMcdd5xe85rXaNWqVfrWt77Vg9UC+RJn6dHh2gr68A0dAAAA/akSxCp4zs6Pfc9ROTD7PBzFaUtTeiXJcyzjh5jsbutkoAc2/FFvOPRFWjTka+tklUnFMIbb/Cmd88tf/lJr167VBz7wAb397W/Xgw8+qIsuukhLlizRiSeeOOvr/vZv/1aLFy/WDTfcoMWLF+u//uu/dOGFF2r//ffX4Ycf3sPvANi7RXFan7DVgnrAr7/e0AEAANC/KmEif5eAX8Gzje/h1+qUXkly+zDD79nxkvZdMqChAU+SZFmWStVYwzs+BvKspxl+X/ziF3XUUUdp7dq1WrFihc4880y94x3v0I033jjra0qlkh577DGdc845OvTQQ/Wyl71MH/zgB7V48WJt2LChh6sH9n5ZevjVA35mH3AAAACAaZUgVmGX4Jfnmj+0I4xTua0O7ejDHn4TpVBDxRfyoBYP+xqnrBeG6GnA7+GHH9bxxx8/47E3vvGN2rBhg6IoaviaoaEhHXTQQbrzzjs1OTmpNE119913q1qt6nWve10vlg3kRr2HX6tDOxyFZPgBAACgT1SDuK8y/Gq1Wr3lj51haEefZfhtL4UaLL6Qzbd4qEAfPxijpyW9mzdv1rJly2Y8Njo6qiiKtHXrVu27774NX3fTTTfpggsu0NFHHy3XdVUsFvX5z39eK1asyPTvL1s23PbaTTA6OrLQS9grmbQvg3+cVLHoasmSwabPtT1XYZzO+v2btC+dxt40xr40xr40xr7Mjr0BgO6ohDPLW33Dp/TGSU22bcluseWP61h9l+G3bSrQYOGFsMjIoKfx7ZUFXBHQOT0N+LWjVqvpM5/5jBzH0S233KKRkRHdc889+vCHP6xbb71VBx98cMtfa3x8Smnanw04R0dHNDY2udDL2OuYti+bt5SUJqm2bSs3fW4YJaoEccPv37R96ST2pjH2pTH2pTH2ZXbt7I1tW31/UxMAWlEJYvnurhl+jspVcwN+UYZyXqk/e/htmwq1bKSw8+NFg77GCPjBED0N+C1fvlzj4+MzHtu8ebNc19U+++zT8DU//vGP9Z3vfEcPPvigli5dKkk6+OCDtX79en3pS1/S5Zdf3vV1A3kRZUjZ91xbSVpTnLQ+2RcAAADIq3I1VsF74dxb8Byjyzez9PeWdpT09lmG3/apQAfs+8JNs0VDvjY9O7GAKwI6p6dX+UcccYR+9KMfzXjshz/8oQ477DB5XuMpOJVKPbpu7xbEcByHcdnAbuKkJsdpLWXfsiwN+I5KBt/VBAAAAKZVgliFPurhF8WpvBavDSTJta2+y/DbvvvQjiFf4xPmBoHRX3oa8Dv77LP185//XNddd51+97vf6Stf+Yruuusu/fVf//XO59x77706+eST9dxzz0mqBwmXLl2qj3/843r00Uf15JNP6oYbbtADDzygt73tbb1cPrDXi+K05R4dkjRQcFWuNh6YAwAAAJikvMfQDrOn9EZJKidDhp/j2Ir6LMNvshxpaJehHYuGfG0h4AdD9LSk9/DDD9e1116ra665Rv/6r/+qF73oRbr44ot14okn7nzO5OSkNm3atHNq7z777KObb75Z//zP/6z3v//9CoJABxxwgC677LIZrwOwI20/Q8Cv6DsqVcw95AAAAADTqrtn+PmGB/ziVF6GgJ/n2ArC/snwi5NU5SDWwC5DOwZ8R0lSU7kaa7C41488AObU85/gE088cc5A3erVq7V69eoZjx188MH6t3/7t24vDci9eklv62/qxYKrEhl+AAAA6AOVMJG/Ww+/isEBrihO5WYp6XVtBbG5+7G7yXKkwYI7o0LKsiwtHi5ofKKqwSIDsZBvdOoHDBJmzfDzHAJ+AAAA6AvVcGaGn+85qhqe4ZclGcBzbIVR/5T0TpRCDQ/sOUtg8ZCncYOHuaB/EPADDBJF2d7UCwztAAAAQJ+oBMmMHn6+aytKUqWpmcMgwzjNlAzgOv01tGN7KdDQwJ5FjyMM7oAhCPgBBsmatl/wHJUqZPgBAADAfNUwmZHhZ1nWjrJeM2+AZ87wc22FfTS0Y/tUOGNgx7RFA77GtlUWYEVAZxHwAwwSJakcO0MPP5+SXgAAAJgvTlKl6Z43x4u+o4qhFS9RkmTr4efYfZbhF2qwsGeG36IhX5u3E/BD/hHwAwwSZszwK/qOpsoE/AAAAGC2apio4LuyrJlnZd9zVDa0j1+9+qf1S37X6a8Mv21TQcNJvIuHfG3eRkkv8o+AH2CQOGPaftF36eEHAAAA41WCWMVdynmnFTxHFUMDfnGcysnUw6/fAn6zlPQO+doyGSzAioDOIuAHGCTzlF5KegEAANAHKkEs39/z8rfgO6qEZpaxZu/hZynqq5LexkM7hoquKkGsqI+CnzATAT/AIHFSy5S2P0CGHwAAAPpAJYhnDOyYVnBtYzP8oiTrlN7+yvCbKDXO8LMsS8WCqzKJEcg5An6AQep38TJM6fUdlQn4AQAAwHCV3Sb0TvMNLukNoyRzSW8/ZbVNlCINNwj4SdKA75AYgdwj4AcYpJ0pvZUgVq1W6+KqAAAAgIVVDWL57p7nZN/gDL8w49AOz7UVxf1R0htEiZI0le813p8iiREwAAE/wCBxxim9rmPLti2FUf/cyQMAAED/qYSJ/Fky/Mye0ps9w68fkgEmSqFGBvw9pjZPK/qOpijpRc4R8AMMEifZ7uJJ0kCBwR0AAAAwWyWI5TXI8Ct45mZyhRmHdji2JVmWktT8gN/2UthwYMe0gk8PP+QfAT/AIFnv4kkM7gAAAID5KkEs320wtMPggF871waeY/dF9c/2qVCDs/Tvk+oZflwjIe8I+AEGqffwy/amXvRdlSrcvQIAAIC5ytVYBb+/hnZEGXv4SfU+fmEf9PGbKAUaKs6R4WdwIBj9g4AfYJA4Y9q+xN0rAAAAmK8SxCo0Kun1bVVCM8/C9Sm9GQN+jq2wDyb1bpsKNViYO+A3VQl7uCKg8wj4AQaJ01rmu3gFnx5+AAAAMFsliBsO7SiYnOGXZC/pdV1bYWR+ht+2qaB5SW/FzJ8L9A8CfoAhkrQ+UStjRS8j5wEAAGC8ShCrMGvAz8wAV1slvY6lqA8y/LaXQg3PMbSj6Luaou0Rco6AH2CIOK5n9802Wn42pKsDAADAdJUwmTXDr2poSW/cxtCOfsnw215qPrSjbGjmJ/oHAT/AEO2k7EukqwMAAMB81TBWwdvz8tf3HFXDRLVabQFW1V316wN6+DVSrkYqNhjiMq1+jUSGH/KNgB9giHZS9iXS1QEAAGC+atA4w8+xLbmOrcDArLYoTuVkzfBz+iPDr1yNmwb8yPBD3hHwAwwRJWnmKVzS9JReAn4AAAAwVzVKGuDmSUsAACAASURBVPbwk+rnYRP7+MVJKjfj9YHrWMZn+NVqNVXCRMVZfh6kelKEqcNc0D8I+AGGiNro0SFNB/x4MwMAAICZ4iRVktZmPSsXPDOzucI2e/iZPrQjiBI5tiVnjuooz61/rh+yHWEuAn6AIeJ5lPQypRcAAACmqob17L7ZhtvVJ/Wadx6O43TOoFYjppY376pZOe+0Ad8lMQK5RsAPMMR8hnaUA0p6AQAAYKZKEM9ZvlnwHVVNDPglqbysAT/bMj7Dr1yNNeC7TZ9XLND6CPlGwA8wRNTGHTypfkczCBOlqXmTyQAAAIBKEMv3Zz8nm1jSm6T1oJ1tZ0sIcPpgaEc5iFUsNM/woxIKeUfADzBEFKdyM76hS/VDgG/gIQcAAACQXijpnY3v2saV9EZttvvx+qCkt1SN5vx5mMZwQ+QdAT/AEHHSXoafJA0UXJV5MwMAAICBykE8Z4DHdW3jJtO2G/BzXfMDfq328Cv6jkoVswLB6C8E/ABDtDulV5IGmNQLAAAAQ1WDWL47e4DHsS3jylijOJXrZr82cB1LUWRW8HN35Wosv4UMP99zSIpArhHwAwwRxamcNkp6pXp/CtLVAQAAYKJqmMhzZ7/0dR3buEEVlPTOruWSXo+SXuQbAT/AEFGSyrHb+5Uu+g4NaQEAAGCkMErkzhnws4wLctX7e7dR0uuYV968u1I1mnNq87Si72iyQsAP+UXADzBEHKdy2izpLfiOSryZAQAAwEBhk+F2nmMrNKyMNUrSOYOcs/Fc86f0liqxCi318HPp4YdcI+AHGCJK2pvSK0kFjx5+AAAAMFMYJXOWt9az2swKcrXb37sfMvzKQWtDOwpM6UXOEfADDBHFqew2S3oLvqMpMvwAAABgoCCaO/jlmpjhR0nvrErVqKUMvwHaHiHnCPgBhgjjpO0pvTSkBQAAgKnq5+Q5MvxcM4d2tNPux3MtRYaX9JarsYqe2/R59cGGBPyQXwT8AEO0O4lLYmgHAAAAzNW8pNcyrqS3WZBzNv2Q4VfJUNJbCbhGQn4R8AMM0W6fDqn+ZkbADwAAACYKm5yTTS3pddro7+065mU77q5cbXVoh6NyEKtWq/VgVUDnEfADDFF/U2+zh5/nqszdKwAAABgoilN5c0ys9QwMckVJe9U/nmsrMizbcVdxkipOa/JbmGDsOrYc21JgeIkzzEXADzBEu306pPrdK9LVAQAAYKJ+LOlt99pgOsPP1Ky2chCr6DmyrNb2ZqDgqFThOgn5RMAPMMR8evgVdqSrAwAAAKYJm5yTTSxjjdss6XVsS7IsJamhAb9qrIFC83LeafXBHQw3RD4R8AMMESXtvalLUsFzVKU/BQAAAAzU7Ma4iYMq5pMM4Lu2sWWs9f59zSf0TmO4IfKMgB9giPkM7XBsS65jqxqa+cYOAACA/lXv4TfH0A7XvAy/IE7aTgbwXPOGmEwrV6OWJvROq2f4EfBDPhHwAwwxn7t4kjRQcOnjBwAAAOOE8dw9/Iwc2hGR4ddIOYhV8LIE/BxKepFbBPwAQ8RJ+1N6pR19/Lh7BQAAAMM0L+m1lCRmDaqYT/WP5zoKDK38KVWzBfwKHtdIyC8CfoAh5vOmLu3oT0GGHwAAAAzT7JxsWZYcxzIqy69ZVuNcTJxaPK1cjVTwW9+XgkeGH/KLgB9giDhJ5cwj4MfdKwAAAJioldY3pg3uiNqc0itJvusYW9KbNcOv6DuaKhPwQz4R8AMMESep3HmW9HL3CgAAACZJ05rSWq1p8MszbHDHfPp7u66tIDRnL3ZVqkQqZpjSW6AKCjlGwA8wxHxLegseb2YAAAAwy3Tgy7LmPifXM/zMyWqLknn08DO4pLedHn4kRSCvCPgBhqiX9Lb/K+27tiqU9AIAAMAgQZzIa+GM7Dm2osicrLYwav/awDO6pDdS0c9W0lsJzNwLmI+AH2CIKKnJbbNPhyQVfZe7VwAAADBKFKXy3OaXva5rWA+/ZB4lvY6l0NApvZVqnCngV/AcVaiCQk4R8AMMkKY11dKa7HkE/Orp6ryZAQAAwBytTqt1HUuhQVlt8Tza/biOrcCg4OeuykGsAgE/9AkCfoABoiSV6zbvTTKXIkM7AAAAYJgoTuW6zc/InoFTetvN8PNcW0FoZpCrHMSZh3ZUDd0LmI+AH2CAKE6bTh5rpuA5KpPhBwAAAIOEcdpSDz/HsRUZNKgiStK22/14jm1kD79araZqkG1oh7+j1DtJzQkGo38Q8AMMEEaJfG9+v84Fn4AfAAAAzBJFrZX01ifTmhPUieP2h3a4rq0gNGcvplXDRK5rZ0qUsCxrR1mveQFQmI+AH2CA+p3L1u9UNVKfQEXADwAAAOYIW+xl5zq2IoMCfvWhHW1m+LlmZviVq7EGMpTzTuM6CXlFwA8wQBglLfUmmUvBc1ShPwUAAAAM0movO8exjRraMa8efoaW9JaqUaYJvdOohEJeEfADDBBGrfUmmUvBcxSEidJarUOrAgBgpp/97Gdas2aNjj/+eK1cuVJ3331309e85S1v0cqVK2f876Mf/WgPVgvABFmm9JqS4ZfWakrSWts9vk3N8KtkHNgxrei5ZPghl7L/tAPY64RxIs+dX8DPti15nqMq/SkAAF1SLpe1cuVKvetd79L555/f8uvWrFmjM888c+fHxWKxG8sDYKCw1Qw/25wpvfGOMmbLaj/gZ1K247RSNVahjQw/37MJ+CGXCPgBBgij9lP2dzXgOypXow6sCACAPZ1wwgk64YQTMr9uaGhIo6OjXVgRANNFUSqnhV52nmMZk9VW79/X/rWBqSW95WqsQhuDDgueozIBP+QQJb2AAcI4mXdJr7SjPwVvZgCAvcyXvvQlHXvssTrllFN01VVXqVQqLfSSAOREvaS31aEdZgS5onh+7X7qGX5mZDvuqhzEKnht9vDjGgk5RIYfYIAgaq03STNFz6UhLQBgr3LmmWfq4IMP1tKlS7Vx40b90z/9kzZu3Kibbrop09dZtmy4Syvc+4yOjiz0EozHHndfp/bY8z0NDxa0ZMngnM8bGSmqXI2M+P82sW35vtP0e57t85brKE5qRuzFDLalRSPFpvuyu5HhgizHaWs/jNvDvRT73BgBP8AAYZTKmeeUXom7VwCAvc+55567879Xrlypl770pTrjjDP061//WoccckjLX2d8fEppav5gqtHREY2NTS70MozGHndfJ/d46/ay4ijRtm3lOZ8XhZG2T1aN+P/2j5tLsqQ5v+clSwZn/Xw1jFUNYyP2YldjW0pSOve+NJSkGhsvZd4P/lb0Rr/vs21bs97UpKQXMMB80/anFTybDD8AwF7t8MMPl2VZeuKJJxZ6KQByIIxSuS0Mt3Mdc8pY4xYHlczGc8wZYLKrUiVWsY2hHfUefvQ5R/4Q8AMMEHaopJeGtACAvd3GjRtVq9UY4gGgJfVzcms9/EKDevi18j3PxtlxXREnZgX9ykF7U3oLvkNSBHKJgB9ggGqLB5lmfI8pvQCA7imVStq4caM2btwoSXrmmWe0ceNGPfnkk5Kke++9VyeffLKee+45SdLDDz+sdevW6de//rV+//vf67vf/a4uvPBCHXbYYTrqqKMW7PsAkB9hi9lunmMrMiSrLYrnnwxQH9xhRgB0WrkatRfwIykCOUUPP8AAncrwK3qOSgT8AABdsmHDBp111lk7P7766qt19dVX65hjjtEtt9yiyclJbdq0SVFUfy/yfV/f/va3df3116tareolL3mJ3va2t+kDH/iAbJv71gCaC6OkpdY3rmtOGWuUzC/DT5J811YQpRosdmhRe4FyEKvYzpRez1GFgB9yiIAfYIAgSjRc9Ob9dQq+o62TQQdWBADAno499lg99thjs35+9erVWr169c6PX/WqV+mrX/1qL5YGwFBhi+WtrmMpMqik15lnMkA94GfGfkwrV2MV/OwhkIJPwA/5xK1RwACtNiNupsiUXgAAABik1fJW16CS3jBO5drzy/BzDSzprQTJPDL8zNoL9IdMEYIwDLu1DgDz0GqpQjMFevgBAGbBORBAHvVnD7/5Z/h5jlkZfkmaKooT+V72fSl4jqohSRHIn0w/7ccff7wuvfRS/eY3v2n7H/ze976nU045RYceeqhOOukkff3rX2/pdQ8++KDe+9736jWveY2OPPJInX766dq+fXvb6wBMEsapvA5k+BXI8AMAzKIT50AA6LWoxYCf61jm9PCLUznz7uHnGBXwqwSJCr4jy8q+L65jqVaTMSXf6B+ZIgRnnHGG7rnnHr3zne/Uaaedpm984xuqVCotv/6Xv/yl1q5dq5NOOkn/+Z//qbPOOksXXXSRvvvd7875uvvuu09r1qzRm970Jt1+++36xje+obPPPluOkz0dFzBR0KmhHb5LujoAoKH5ngMBYCFEcSrXbaWHn1kZfu48BxvVS3rN2A9px8CONvr3SZJlWTtaH3GdhHzJ9Ffgggsu0Pe//31df/31Wrp0qS666CIdf/zxuuiii7Rhw4amr//iF7+oo446SmvXrtWKFSt05pln6h3veIduvPHGWV+TJIkuueQSnX322VqzZo1e+cpX6k/+5E/0Z3/2ZxoeHs6yfMBYrZYqNFP0HJWrZPgBAPY033MgACyEME5bm9Lr2IrjVLVarQer6q5OTOn1HMusDL9qrKLffsJQ0XdpfYTcyRwhsG1bb37zm/WFL3xB3//+93XeeefpgQce0Hve8x6tWrVKt912m8rlcsPXPvzwwzr++ONnPPbGN75RGzZsUBQ1/uV59NFH9Yc//EGjo6M6/fTTddxxx+m9732vHnzwwaxLB4wVRYm8Fu5cNuN7tsI4UZKYczcPANA58zkHAsBCaLWk17Yt2bal2IBzcBQlcjqQ4WdSwK9UjVRoY2DHtPqkXnP2A/2hvZzWHZIkURRFiqJIlmXJ8zxdeumluvbaa3X11Vfr9a9//Yznb968WcuWLZvx2OjoqKIo0tatW7Xvvvvu8W88/fTTkqTPf/7z+tjHPqZDDjlEd999t97//vfrm9/8pg466KCW17tsWX9nBI6Ojiz0EvZKJuxLkta0bJ8hLVlUnPfXGii4KgexEfvSLexNY+xLY+xLY+zL7PKyN1nPgQCwEFoN+Ek7yljjVJ6b79ZRnejh5zqGlfRWYxXmkeFXn9RLJRTyJXPAL0kS3Xffffra176mBx54QEuXLtW73/1unXrqqXrxi1+s559/Xv/wD/+giy++WN/5znfmvcDplOrTTjtN7373uyVJhxxyiH7yk5/otttu08UXX9zy1xofn1Ka5j9Fux2joyMaG5tc6GXsdUzZl2qYqFwOZKXzf1MuuI5KlUjVUtCBlZnHlJ+ZTmNfGmNfGmNfZtfO3ti21bObmr0+BwLAfNRqNSUZylu9HUGuofnfQ19QQTz//t6mTektB/G8M/wYboi8yRTwu+qqq3THHXdofHxcr3/963XNNdfoLW95y4zhGfvuu6/OO+88nXnmmXu8fvny5RofH5/x2ObNm+W6rvbZZ5+G/+bo6KgkacWKFTMeX7FihZ599tksyweMFXZoaIckeZ6tShBruI2R9QAAc833HAgAvTad6dbqZFbPtY2YxBrFqQrF+WUpuo6tIDQnwFWuzjPg59pk+CF3MgX8vvnNb2r16tU67bTT9LKXvWzW573iFa/QZZddtsfjRxxxhH70ox/pb/7mb3Y+9sMf/lCHHXaYPM9r+LVe9apXqVAoaNOmTTMef+KJJ3TIIYdkWT5gpFqtpqjFZsStmL6bR8APALCr+Z4DAaDXsg62c516SW/ehVEqd2ieGX6G9fArVyP587i+8RluiBzKFPD7wQ9+MGtgbldLly7VqlWr9nj87LPP1umnn67rrrtOb3/72/Xggw/qrrvu0rXXXrvzOffee6+uvvpqfelLX9J+++2n4eFhnXHGGbrlllu0cuVKHXLIIbrrrrv06KOP6jOf+UyW5QNGipPazibDneC5toIgkQab/64DAPrHfM+BANBrUZzKc1sP8niOpciAgF8Up3IzfN+NeK5tVICrVI1V9NsfYeB7NlN6kTuZ/gq8+tWv1q9+9auGn9uwYYMOPvjgOV9/+OGH69prr9W3v/1tvfOd79S6det08cUX68QTT9z5nMnJSW3atGnG1N6PfOQjOuOMM3TppZfqL//yL3X//ffrxhtv1MqVK7MsHzBSGCeZDjLNmHY3DwDQGfM9BwJAr4VRtnOy69oKDTgHh3Eid57JAMb18KtGKs6npNejhx/yJ1OIe3qARiNJkshuYfT3iSeeOCPAt7vVq1dr9erVMx5zXVcXXnihLrzwwtYXC/SJMMp257IZz7FVNahfBwCgMzpxDgSAXmqnpNeYDL/5Du0wLAmgVI21/2j7Ab+i52jLJEMNkS9NA36lUklTU1M7P966dauee+65Gc8Jw1Df+ta3tN9++3V+hQDmlPXOZTOuaysIzXlzBwC0j3MggDwL4yRTn2tjevh1qKTXpIAfU3rRj5oG/NatW6frrrtOllWfbrRmzZpZn/t3f/d3HV0cgOaCKNtBphnXsVUl4AcAEOdAAPkWRVkz/CyFRkzpTeQ68yzpdW2FUf6Dn9PK1VhFf54lvQb1NER/aBrwO/HEE7X//vurVqvp05/+tD7wgQ/ogAMOmPEc3/e1YsUKHXTQQV1bKIDGsjYjbsZ1LKPu5gEA2sc5EECe1Ut6Ww98uY6tyIAgVxTX5l/S63Sun2Faq2lsW0X77TPYka/Xjsp8M/w8RxUy/JAzTQN+Bx100M4DnGVZOuGEE7R06dKuLwxAa8Iomfcb+q7o4QcAmMY5EECe1TPdWj8nO45lRElv1u+7kU6W9G743Rb9639u0D+d/4Z5Tcqdj0oQqzCfDD+fgB/yJ9NfgVWrVnHIA/YyQacz/Fxb1YAMPwDATJwDAeRN5gw/2zakpDfb992I53aun+FjT29VECV68NHnmj+5C+IkVZzW5M/jmqngOarQ9gg50zS8fu655+rv//7v9YpXvELnnnvunM+1LEs33XRTxxYHoLlOZ/j5Lhl+AIA6zoEA8izrtFrXsQwp6e3MlN5OlfQ+9tQ2HXvwfvruz5/W//Oal8iy5heMzKocxCp6zrz+3YLnKAhj1Wq1nq8faFfTgF8URarVajv/G8DepRN38HblOjZ3rwAAkjgHAsi3MErkZJzSGxiQ4RcnHQj4dWhicRglevr5Kb3z9S/Xb/8wocee2qaDDtxn3l83i0o1VrHQfjmvJNm2tXO44UBhYcqSgaya/qTecsstDf8bwN6h4z38XFtbpsKOfT0AQH5xDgSQZ1lvjLsdHFSxUOKkHqRz7PklBNi2JdVq8w4ebnp2QvsuGZDvOTrilct078+f7nnAbzrDb76KhXofPwJ+yIvORQkALIggmv8dvF15Tuca9AIAAAALJYxTOXa2DL8w5yW9UZzK7UB/b8uy5HnOvAOgjz29TfuPDkmSDjlwqR57apvGt1fnvb4sytVYhQ4MCyl4rsoM7kCOZPpLcN999+mOO+7Y+fGzzz6r973vfTr22GP1kY98ROVyueMLBDC3ME46WtLrufVUdQAAdsU5EEDeBFEiL8M52XMsRTmf0hvGqbwOJQPUEwHmtx+PPbVN+y8fliT5nqNXvnSxHv7NWCeW17LyPCf0Tiv6jspVAn7Ij0x/Cf7lX/5Fmzdv3vnxpZdeqqeeekqrVq3Sgw8+qM9//vMdXyCAudUPMp0t6Q0J+AEAdsM5EEDeRHG21jduBwdVLJSs3/NcfG9++5GkqX73hwm9dEeGnyTtM1LQ2LZKJ5bXsnI1UsGb/54UfYcMP+RKpp/6p556SitXrpQklUol/eAHP9CnPvUpffKTn9SFF16oe+65pyuLBDC7bvTwq0a8kQEAZuIcCCBvwihbeavboUEVC6lTJb1S/bpgPq1+nnpuSouH/Rk97xYN+RrbtgAlvR3o4VfwHJWrDLBCfmT6SxBFkXzflyStX79etVpNxx9/vCTp5S9/ucbGepuaC2BHD78OvalLOw46ZPgBAHbDORBA3tRvjGcZ2mHlPuAXRp0u6W3/uuA3u/Tvm7Z4yNfmid4G/ErVqDMBP99RiZJe5EimvwQHHHCA/vu//1uSdOedd+rwww/X8HC9Hn9sbEyLFi3q+AIBzC3sQkkvQzsAALvjHAggb7IOt3MdW1Gc73NwlGSbTDwXz3XmNcRk45Nb9dId/fumLRrytaXnAb/OZfhVCPghRzJFCc455xytW7dOxx57rO68806deeaZOz/3k5/8ZGeZB4DeCaNUXgcz/JjSCwBohHMggLwJs/bwM2FKbwfb/cw3EeCZzSXtu8/AjMcGC66iOFU17F3grD6ltzMBv6kKJb3Ij0yzqVetWqWXvvSleuSRR3TooYfqmGOO2fm5ZcuW6c1vfnPHFwhgbkEXevhFUaq0VpNtdW76LwAg3zgHAsibKOPEWs+AHn5h3LkMP9ex2g74pbWatk0FWjToz3jcsiwtHvI1vr2q/UeHZ3l1Z5WqkYre/P+tou9o21TQgRUBvZEp4CdJr33ta/Xa1752j8fXrl3bkQUByCaKE7lu5wJzlmXJdW1FcdqR1HcAgDk4BwLIkzDjAAvXsfJf0htnK2OeizePqcWTpVAFz2lYibR4yNf4RO8CfuWgMxl+RXr4IWcyB/zSNNWjjz6qZ599VkGwZ3T7lFNO6cjCALSmk415p/meoyBKCPgBAGbgHAggT6I449COHTe986yTAT/XsRW0WeI8PhFo8ZDf8HMjg742b+9dH79KNVaxQyW9TOlFnmQK+D3++OP64Ac/qKeeekq1Wm2Pz1uWxUEP6LEw7mwPP0ny53E3DwBgJs6BAPIma/CrPrQj3wG/ME7kdGpoxzx6e49PVLVoloDfokGvpwG/ctCZoR1k+CFvMgX8/u///b9K01TXXnut/vRP/1S+3/gXGEDvhB3u4SdNZ/jl+7ADAOgszoEA8qadHn5RkqpWq8nKaS/rsMMZfu0mAYxvr2p4cJaA35CvZ7eU57O0TCpB0qGSXleVgIAf8iNTwO/RRx/VlVdeqRNPPLFb6wGQUZjxINMK3yPDDwAwE+dAAHmTdYCFbVuyLEtJWuvY4Itei+JUjt2hDD/Xbnua7vhERSMDXsPPLRry9cimLfNZWsvCKFGtVuvI9VLBdwj4IVcy/dTvu+++ub3TAZgqytiMuBW+6xDwAwDMwDkQQN6008/OdSyFOa506fTQjmrY3jXB2LbqrD38Fg/52jLRm5LeqUqkgYLbkfcvf0ePxzjJ788H+kumvwRr1qzRzTffrGq1d/X2AGZXq9V2NCPubMDPc9tv0AsAMBPnQAB5UqvVFLcR/Jou682rIErkdijDr+A5qgTtBfy2TFQ1MktJ7/CAp0oQ92Qicqkaa7CQeVZpQ5ZlUdaLXMn0k//QQw/p2Wef1Vvf+lYdddRRWrx48YzPW5alz3zmMx1dIIDZJWm9v0in0vaneWT4AQB2wzkQQJ7ESU22bcnOeE72XFtRjs/BnUwGqA+paG8q7ZaJQIuGGpf0WpalkUFf4xOBXrR0cD5LbGo6w69TigVH5Wo8azAT2Jtk+sl/4IEHJEmFQkEbNmzY4/OUeQC9FUZJxyf0StMZfvk96AAAOo9zIIA8ieKkrbY3rmMrzPGk3jBKOxbgKvqOKm1Mpa2GscI4mTOzbsmwr/Ht1a4H/EqVSMXC/Ad2TCv6LpN6kRuZ/hLcd9993VoHgDYEUdq1gB8ZfgCAXXEOBJAn7Q62c516n7a8iuJUI4OdK+ktt1G+umUi0OLhwpw3guoZft1vETFViTTgdzDDz3dUDtrLegR6rfORAgA9043+fRI9/AAAAJBv7Qf8rFwH/MKoc9cHBb+9gN/4xOwDO6aNDHoa21Zpd2ktm6pEKvidu14qePWSXiAPMv/kj42N6eqrr9bpp5+uP//zP9fjjz8uSfrKV76iRx55pOMLBDC7kAw/AEAPcQ4EkBdRlMhxsme61Ut683sODjs4pbfoOaoGsWq1WqbXjU9UNTLYuH/ftMWDvjZv737Ab7IcqdjBDL+C51DSi9zI9Jfg8ccf11/8xV/o9ttv1+LFi/XEE08oCAJJ0hNPPKEvfvGL3VgjgFkEcdLWnctmPNdRlYAfAGAXnAMB5EmUtHdj3HVz3sMvTuW2EehsxHFsOU723t6bt1c1PDB3wG/RkK/N23tR0ht2tKS34NsqtznIBOi1TH8BL7vsMq1YsULf+973dN11182I9B955JH6xS9+0fEFAphdtzL8fNdWEBLwAwC8gHMggDwJo/Yy3Uzo4dfJlj9FP3sJ6/i2ihY3mWK7eKg+tKPb6lN6Oze0gww/5EmmvwTr16/Xeeedp6GhoT0acC5fvlybN2/u6OIAzC2M2ps+1gwlvQCA3XEOBJAn7Qa+XNtSlOOS3k73+B7w3cwBv80TVY006eE3POhrshwpSbsbXJ2qxB0t6S36rkoVMvyQD5n+EjiOoyRp/MdvfHxcAwMDHVkUgNZ0+g7eNN+jpBcAMBPnQAB5EsZJW6Wt9R5++c3w62RJr9Te4I4tE4EWNcnwc2xLAwVXk+XuBs9KHc7wK/oOAT/kRqZIwRFHHKHbbrttRgnH9B3eO+64Q8ccc0xnVwdgTkGUyOvgG/o0MvwAALvjHAggT9q9Me44lqIovwG/eIFLetO0polS2HRohyQND3jaPhXOZ3lNlapRZ3v4eY5KbUwuBhZCpr8EF1xwgX7+85/rXe96l2666SZZlqW7775b5513nn7yk59o7dq13VongAY6OYVrV77nKMjxQQcA0HmcAwHkSb2HXxsZfraV6ym9na4AKviOShmGVGybCjRYdFtaw/CAp+2lYD7Lm1Naq6kSxCoWOlnSm72nIbBQMv0lOPTQQ3XrrbdqeHhYn/vc51Sr1bRu3TpVKhXdcssteuUrX9mtdQJoHozRxQAAIABJREFUIIw626NjGhl+AIDdcQ4EkCft9rJz8j60I+lwSa+XraR3fKKqRU36900bLLpdzfCrBrE815Fjd24/im30NAQWSuZQ9yGHHKJrrrlG1WpVlmVpyZIl9GwBFkg94Nf5kl7fdRQQ8AMA7IZzIIC8COO0rUCP61i57uHX6Qw/37VVyRDgGt9ebdq/b9pgwdX2UvcCfvUJvZ3L7pPqGY8VSnqREy3/9H/nO9/Rl7/8Zf3qV79SHNd/wD3P0+GHH66zzjpLb3vb27q2SACNdauk13PzfWcTANBZnAMB5E2752TXyW+lS5rWlKa1jma0FTxHUxlKerdMBi3175OkoaKrrZPdK+mdqsQa7ODADkkqeo6qYay0VpNtdT7xAuiklgJ+V111lW688UYtX75cJ598sl784herVqvp2Wef1Y9//GN96EMf0vvf/3599KMf7fZ6AewiCLtT0ut7Nhl+AABJnAMB5FMUJXLanNKb15LNKE7luvbOgUqdUPTdTH32xrdXNTzQYsBvwNPvn59qd2lNdSPDz7Ytea6japBosNjZrw10WtOf0Iceekg33nijzjnnHH3kIx+R6858SRzHuuqqq3TTTTfpLW95i4488siuLRbATEGUdPxNTJI81yHDDwDAORBAbrWb4ec5dm6HdoRt9i2cS9F39Ox46wHQLRNVvfzFi1p67lDR07YulvSWKpGKfmcz/KQdgzuCiIAf9npN/xrcfvvtOvroo/WJT3xij0OeJLmuq09+8pM66qijdPvtt3dlkQAaC6NEXjcy/HYM7ajVah3/2gCA/OAcCCCv2j0nO46V2xvfUZzKcztbZpp1aMeWyUAjLWf4uZroZg+/atTRCb3TigUm9SIfmv4F/MUvfqFTTjml6Rc65ZRT9PDDD3dkUQBaUw5i+V7nA36OY0uWpSQl4AcA/YxzIIC8mlcPvzwH/LqQ4ZcluLVtMtBIi0M7hopedwN+5UgFrxsZfq5KBPyQA03/Gjz//PM68MADm36hAw88UM8//3xHFgWgNROlSEPF1u6gZeW79PEDgH7HORBAXoVRIreNHn6eYyvK6Rm4GwP9Cn7rGX5xkqocxBpqsdR1OhjXram3k5VQA90o6fXI8EM+NP1rUC6XNTg42PQLDQwMqFKpdGRRAFozUQ671jvCc22FUT7vbgIAOoNzIIC8aj/Dz8pthl+3evi1GpDbOhloeMCTnWFK8PBg97L8psrdKekt+I7KGSYXAwul87WAAHqiVqtpskyGHwAAALC7qM2An+PY+e3hF3Uhw89zFEaJ0hZ6e2+dDLRoqLVy3mlDRU/buxXwq0Qa8LsQ8PMcSnqRCy399L/3ve/t9joAZFQNE9l2PROvG9wdgzsAAP2NcyCAPKpnu7VZ0pvXgF+StvU9z8WyLPlePcuvWaLBlslqywM7pg0PeNo2FcxnibMqVWMNFDpf0lvwyPBDPjQN+J1//vm9WAeAjCZKoYYzvqFm4Tlk+AFAv+McCCCv2s12cx1LUZLPgF/YhQw/6YXBHc0CflsnAg1lvD4ZLLpdy/ArVSINdKmkd4qAH3KAgB+QU9tLYdfKeSXJcx16+AFAn+McCCCv6tlu7U3pzW2GX5zI6UrAz21pSMX4RPYMv8GCq+1dzPArdmlox/PbujddGOgUevgBOTVR6t7ADqleKkyGHwAAAPIoilO5bvbyVte1FcX5PAPX+xZ2tqRXms7wa57RtmUi0MhgtoDfUNHT1snOB/ziJFWUpDsnAXdSMcPkYmAhEfADcmp7KdRgF1LUp7mORQ8/AAAA5FIYp/LayfCzLUVJ8wEVe6OwSwG/gtdagGvLRFUjgxmHdgx0p6S3VIk04DuyrC7sB1N6kRME/ICcmigFXQ34keEHAACAvGp3Sq9tW6rVakrS/JX1tvs9N1PY0cOvma1T7WX4bZ/qfMBvqkv9+yRpwHdVqpDhh70fAT8gp7ZNdbek13VsevgBAAAgl9oNflmWJS+n5+AwTuTYC5PhFydpS4M9djc84GmiGxl+1bhrAT9KepEXBPyAnOr60A6m9AIAACCHarWakqT98lbPzefgjm5l+Pne/8/ence5Ud/343/NrWtX2tP3gQ02GBswTjCJISTEEAI/F+IEknzrtv5BmkIb2uTxA9IcpSVtA2khoYZC0qYh0PJo6JfQtOVIS0hSCDEEYmMMmMMHxuee0uocaUYzvz/k3WDYtXe1mpnPSK/n40EeWVkafXZWGo3e8z5kFErHLmHN5MpIRDXIUww4xgwVhbINx2lsGbWXGX6jAT/XDWfpN7UOBvyIQsrroR0qA35EREREFEKW7UBRpLr7t6mKjEoIB3dUrKonAb+IpqBwnJLe4dzUy3mBWgl11FCRKzY2yy9fsjyZ0AsAiiJDU2SUyuF7jVBrYcCPKKSyRY8z/FQZ5Qo/xIiIiIgoXCrTzHRTlXBm+FUsr6b0qscdUpHOlac8sGNUW1RDpsF9/AoeBvwAIGooKHBwBwmOAT+ikMoVLWb4ERERERG9g1XnhN5RqiqFM+Bne5PhZ+jHz/BLHynprUc80vhJvbmShYjmZcBPRf44Zc5EQWPAjyiEzErtA1dXvXsL65zSS0REREQhZNlVqNM4T9YUGZVQBvw8mtI7iaEdQ9nSNAJ+GkYK5boeO5FcoeJZDz/gyKReZviR4BjwIwqhbKGCRESruy/JZKgM+BERERFRCDWkpDeE58G1oR1elPQqKB4nw29opL4efgAQi6gYaXBJbzpfRrzOAORkRAwFhRIn9ZLYGPAjCqFswUI86t0VK+DIlU0rfFc2iYiIiKi11Up66w98qYoMqxq+82DPhnboCkrHyfCbTg+/WERFOt/YDL+RfKXujMPJMHSFJb0kPAb8iEJopFBBzMOBHcCRoR0hvLJJRERERK2tYk2vpFdRpFBe+A6ypDedM9FeZ4ZfW1RDOtvYgF+24O2Aw9rkYgb8SGwM+BGFULZYQczDnhQAp/QSERERUThZLTql1/aopFdTZVQdF/YEWY+WXUXBtOsOsLXFdKRzjQv4VR0HhbKNuIcDDiO6ilyxsWXIRI3GgB9RCGULFUQN76ZOARzaQUREjffcc8/h6quvxjnnnIOlS5fikUceOe5jKpUKbr75Zrzvfe/Daaedho0bN2LXrl0+rJaIwmr6PfwkVOzwnQd7leEnSRKi+sRZfn3pEjraDMhyfcHGtpjW0JLebMFCzFDrXs9kRHX28CPxMeBHFEKZfNnTFHWgdiWvwoAfERE1ULFYxNKlS/Hnf/7nk37MN77xDfzXf/0XbrnlFvzbv/0bYrEYrrzyShQKBQ9XSkRhVrGrUKcR7FHkcGb4TTez8ViONbjj8FARXe2Rurcdj2golKwJMwinKpOvf4DIZEUMFTn28CPBMeBHFEIj+QpiHqaoA4CuKiiHsHcJERGJ67zzzsMXvvAFXHDBBZO6fz6fxwMPPIDrr78e5513Hk4++WT8zd/8DTKZzKSyA4moNVnW9DP8Qhnwq3pT0gscCXBNUMJ6cKiAjjaj7m3LsoR4VEW20JgS2ZF8xdMJvcBohh8DfiQ2BvyIQihb9LYJLXAkw8+uwnVdT5+HiIhoItu3b4dlWVizZs3YbYlEAmeeeSa2bNkS4MqISGRW1YEyjcCXIsuohDHg52GGX2ebgcPDxXH/7eBgAZ3TCPgBQHtMx3CDBndkCmVP+/cBtQAoh3aQ6Lx9FxCRJ7IF7zP8ZFmCIkuwqw401dt+gUREROMZHByEJEno6uo66vbu7m4MDAxMaVtdXYlGLk1oPT1tQS+h6XEfe286+1g3NMRjOlKpWF2Pb0sYUDQldH9nu+qguys+6XP3qeyfWd0JjBTtcffJwIiJVafMrHt/A0BnMgpbkhqyzy2ntr3prOd4VENDqVw97nrD9hoKK+7n8THgRxRCuaLl+VUrANBUBWalyoAfERGF3tBQHo7T/FnrPT1tGBjIBb2MpsZ97L3p7uN0poiqXUUmM35G2vFYFRsjth2qv7PrurBtB/mcCUk6fnZjKhWb0v6J6Qp27ku/a5+4rouDA3loklv3/gZqAwP3Hsjg5DntdW9j1IG+LAxNmdZ6jsdxXBRNC339WcgT7G8eK/zR6vtZlqUJL2qypJcoZMpWFXbVgaF5H4TjpF4iIgpSd3c3XNfF0NDQUbcPDQ2hp6cnoFURkegqtgNFnk4PPxmVkPWyto+UMU8m2FePznYDh4beHUBL58rQVAURfXrJCImIiqGsOa1tvH1NXrc/kmUJuqagNMHkYiIRMOBHFDLZQgWJqObZh/nb6ZqMcoUBPyIiCsaKFSugaRp++ctfjt1WKBSwZcsWnHnmmQGujIhEVrGq0xpeoYVwaEfFw/59AJBKGEjnzHdN0j00XER3sv4JvaPaGtjDbyRf+77ktaihcnAHCY0lvUQh8dgzezGcM2HZji8fYECtpJeTeomIqFEKhQLeeuutsZ8PHDiAHTt2IBaLYcGCBXj88cdx22234d5778WMGTOQSCTwyU9+Erfeeis6OzvR29uLO+64A8lkEpdcckmAvwkRiaxiOdC1aWT4qTIqIatyqVgONNW7gJ+qyEjGDfSnS5jdHR+7/fBQcVoTeke1xTQM5xqT4TdS8CngpyvIl2z0dnj+VER18T3D74knnsC6deuwfPlyXHjhhXjwwQcn/VjHcbBx40YsXboUjzzyiIerJBKLXXXwo1/sQbXqolp18Z6T/Slj0lUZ5QrT1ImIqDFeeuklXHbZZbjssssAALfddhsuu+wyfPWrXwUA5HI57NmzB5b1m4yJL37xi7j44otxww034IorrkA+n8f3vvc9xOPxcZ+DiKhiV6eV7aYq4ZvSa03zd56M8cp6DwzkGxTw05HJTT/Dz3Fd5Ev+9DuPclIvCc7XDL9t27bh2muvxTXXXIOLL74Ymzdvxo033ohUKoW1a9ce9/Hf+c53EIlMP12YKGwODRWRjOs465QZvj6vpsrM8CMiooZZvXo1XnvttQn/ff369Vi/fv1Rt+m6ji9/+cv48pe/7PXyiKhJVCwHilx/Sa8qh6+k1/K4pBcAOtoMHB4uAPhN8sHBoSJOX9w18YMmKRHVkCtaqDrT67+YL1owNAWKx/sCAAxdQZ4lvSQwXzP8vv/972PVqlW49tprsXjxYmzYsAGXXHIJvvvd7x73sc8//zx+8IMf4Otf/7oPKyUSy1t9OczoiPr+vJoqw7SY4UdERERE4VGxq9Mqb1XV8GX4VWwH2jT6Fk5GZ1sEBwYKR912eLiIzvbpJ+UosoRYREW2ML0AWiZfRiLmT/ujiM4efiQ2XwN+W7duxTnnnHPUbeeeey5eeumlo0o33imTyeD666/H17/+dXR2dnq9TCLhvHk4i+5UAAG/EE4oIyIiIqLWNt1sN1WRYdnh6uFXrlShaYqnz9HZbuDQ8G9KektlG6WyjfYGBdjaY/q0+/j51b8PACLM8CPB+VrSOzg4iK6uo9N9e3p6YFkW0uk0ent7x33cl770JVx00UVYs2bNtJ6/qysxrceHXU9PW9BLEFIY9suBwSLef9pspFIx354zlYohHteh6moo9pGfuD/Gx/0yPu6X8XG/TIz7hohoeqY7sVZVpNBl+JWt6WU1TkZXewR9w0W4rgtJknB4uIiu9ggkqTGZhYmYhnS2DMyufxuZfNmX/n0AA34kPuGn9P7Lv/wL+vr68Hd/93fT3tbQUB6O4zZgVeHT09OGgYFc0MsQThj2i+O62HMwiwtWzUUmUzz+AxoglYohkynCsR0MpYvC7yM/heE1EwTul/Fxv4yP+2Vi9ewbWZZa/qImEdHb1TL8ptHDT5FD18OvbFWhe9y3LmqokGUJ2UIFyYSBQ0MFdLZPf2DHqERUQ3qagzsy+QriEX8y/KK6ioGRki/PRVQPX0t6u7u7MTQ0dNRtg4ODUFUVHR3jz7L+5S9/iR07duCMM87AsmXLsGzZMgDAddddh0svvdTzNRMFbSBdQsRQEDX8j89rnNJLRERERCHTiJJeO2wBv0oVqscZfgDQnYyMTerdP1BoyITeUYmIhuHs9Ep60zmTGX5ER/gaQVi5ciWefvpp/MEf/MHYbU899RRWrFgBTRs/Cv/Vr34Vn//854+6bd26dbjuuusmNdmXKOz29uUws8O/Ut6301QZZiVc/UuIiIiIqLVV7Oq0S3qtasgCfj6U9AK1wR2HhouIGiqe2nYQl3/wxIZtuy2mHdUjsB6ZXAXzZ/iT9R41VBRKTI4gcfma4bdx40Y8//zzuPPOO7F7927cf//9ePjhh/GZz3xm7D6PP/44LrroIvT19QEAZs+ejSVLlhz1HwDMnDkTCxYs8HP5RIHY25dDT2r6k6/qUcvwY8CPiIiIiMKjMUM7Qhjw87ikFwBSCR2vvDmMv3twGy54zzz0djRusGBbTJ92Se9Ioezr0I6CyQw/EpevAb/TTz8dmzZtwo9//GP81m/9Fu655x7cdNNNR2Xq5XI57Nmz55hTe4layZuHcugNKMNPVxVm+BERERFRqFi2A02tv4efIktwHDdU/d/NyvSyGierqz2CX782gNNP7MaSeamGbrstNv0efiN+9vAzVBRMZviRuHxvCrZ27dpjluKuX78e69evP+Y2XnvttUYvi0hIrutiX38eHzxjGqOqpkFTZZQtBvyIiIiIKDws24Ei1x/8kiQJqlrL8jN0pYEr845ZsaH7UNI7tzeBC94zF2ec2N3wbSeiGrKFChzXhVzH5F/XdZEtWr5l+BmaArNiw3FcyHJjJhUTNZKvGX5ENDXpXBmu6/r2ofVO7OFHRERERGHiOC6qjjutKb1Aray3YofnPLhccXzp4WdoClae1AOpjoDc8aiKjIihIleo1PX4YtmGoki+7AcAkGUJhqagWGaWH4mJAT8igb3Vl8fMzpgnH6iToasyKszwIyIiIqKQsKoOVEWa9vmzpkqh6uNnVmzfAl1eSsY0DNY5qTeTK6PN50SJWETlpF4SVviPCERN7NBQAZ3twQzsAI5k+DHgR0REREQhUevfN/2vuZoioxKigF9tSm84yo+PpSsZwcHBQl2P7U+X0NFmNHhFxxbVVRQY8CNBMeBHJLBcyUI0wL4hmqoww4+IiIiIQqNiNWZ4haKEq9KlbDm+9PDzWmdbBPv76wv4HRou+h/wM1RO6iVhhf+IQNTESqYdaKPgWklveK5sEhEREVFra2SGn1UNz3lwuVJtipLe7lQE+/pzdT32wEDe94CfoSss6SVhhf+IQNTECqYFQwsyw49TeomIiIgoPCq205AMP1WRYYXownetpDf8X+97ktG6S3oPDRXR5XM7pIiuIF/i0A4SU/iPCERNrFi2Aw34KbIE13Vhh+jqJhERERG1ropdhdaQgJ8Uwh5+4f963xbTULacKWfNua6LvnTR9/7nEU1BvljfVGEir4X/iEDUxErlYEt6JUmCprGPHxERERGFg2U5UJTpTegFjmT42eE5B65Y1abo4SdJEnpSERwYyE/pcdmiBQkSYobq0crGFzVU5FjSS4IK/xGBqImVytVAM/yAWh+/cojKGYiIiIiodVVspyEZfooiwwpRhl/FdppiSi8AdCejODDFst7DQwV0Jf3N7gOOlPQWGfAjMTHgRySwUsAlvQCgqwrMCvtSEBEREZH4LNuB0mIlvY7jwrYdqA3IbBRBVzKCff1Ty/A7NFREp88DO4Bahh+HdpCoGPAjEljQJb1AbXAHJ/USERERURhYdrVBQzuk0GT4la0qNE2GJDVHwK87GcH+KQb8Dgz6P6EXYMCPxMaAH5Ggqo4Du+oE3otD12Rm+BERERFRKFQalOmmKjIqIenhV7aq0JuknBcAepIRHBwqwHXdST/m4KD/E3qBWsCvYDLgR2JiwI9IUKVyFYauBH6lTlPYw4+IiIiIwsFqUMBPkSVYITkHLltV6FrzfLWPRTTIsoxMfvLTbw8P+z+hFwCiuoKCyeQIElPzHBWImkyxbCOi+Ttlajyc0ktEREREYVFpWElviDL8KlVoTTCh9+16pzCpt2xVkStWkIzrHq/q3TRVhuO4/L5EQmquowJREymZwffvAwBNkWBW+AFGREREROKzLAeK3KCS3hBl+DViMrFIOtsj2D8wuUm9fUey++QG/N2nSpIkxCLs40diaq6jAlETKQowsAOoXbUq84oVEREREYVAuYFDO0KT4WdVoWvBf29opO72CPb15yZ130NDwfTvG8XBHSQqBvyIBFU0bRgCfHCrCgN+RERERBQOFasxAT9NkVEOSZVLudJ8GX49qSj2Hp5swK+AVML/ct5RMQb8SFDNdVQgaiKlsg1DgOa7miqjzCm9RERERBQCFasxQztqVS4hKukV4HtDI83sjGGkWEFfunjc+x4YLAQysGNUhAE/ElRzHRWImkixbAuRmq8pMnv4EREREVEoVKzGDLDQVCU0VS7NmOEnyxKWzuvAr17pO+b9XNfF3sM59CSjPq3s3SKaggIDfiSg5joqEDWRWoZf8AE/XVMY8CMiIiKiUChbDjR1+ufQYepjXbachpQxi+bk+Sk8c5yA31t9eVQdFz2pADP8dIUZfiSk5jsqEDWJQskSIuDHDD8iIiIiCguzYkNvSIZfiHr4NSirUTRzuuMomDb2D+QnvM8zrxzGyfNTkCT/J/SOiugKckUG/Eg8zXdUIGoSRWEy/MJzdZOIiIiIWlstw68xAb+wTOk1y3bTlfQCgCRJWDovNWFZr+u6+NWOfiyd1+Hzyo7GoR0kquY7KhA1iaJpw9CDD/hpnNJLRERERCFRsRrTz04P0dAO06pCb7KhHaNOnp/Cszv64Lruu/5t18EsVEUKtJwXqA3tyBYrga6BaDzNeVQgagJFoab0MuBHREREROJr1MRaTZVRCclF72Yc2jFqZmcMdtXF3r7cu/7t2VcOY8m8YMt5ASBqqCiU7EDXQDSe5jwqEDUBUUp6wzShjIiIiIhaW9mqQlMaMLRDkVGxnXEzy0RjVpqzhx9QK+tdeVI3vv/Yq0clITiOi+d29OPk+cGW8wJAVFdQMFnSS+JpzqMCURMwy4KU9IZoQhkRERERtbaK5TRkaIdyJGPOroof8KsN7Qj+e4NXVi3pQSpu4K4fbUfVqQVhN798GLGIhq72YMt5gSMZfgz4kYDUoBdAROMTJcNPV2VUQtK/hIiIiIhal+u6qNiNy3bTj1z4Fj17LgxrnA5JknDBe+fhoSd3486HtmMgXYLtuPjQGXOCXhoAwNAUlCtVVB0Hity8fwcKHwb8iATkui7MSlWIgB8z/IiIiIgoDCzbgSJLkOXG9HTTtSN9/KJaQ7bnlXKl2pCsRpEpsoTfWrMQm18+jDUrZmHhzLbAe/eNkmUJEV1FwbTRHtODXg7RGAb8iARUsRzIEqAK0HxXU2XYVQeO60IW5EOViIiIiOidylYVegNLW8PSy7rZM/xGGZqCDwqS1fdO0YiKQsliwI+E0vxHBaIQKpZtRHUx4vGSJEFVwjOljIiIiIhaU7lShd6ACb2j9JBUulRaJOAnsqiuIFdkHz8SC48KRAIqCjKwY5SuKSizjx8RERERCazRmW6aKh81GVZUZctpaGYjTV3UqGX4EYmEAT8iAZXKNiIiBfxUGeWKHfQyiIiIiIgmZDa6pFeRhb/o3ehBJVSfqK4iz4AfCYZHBSIBFU0xJvSOqpUziH2yQ0REREStrVJpfIaf6G1t7GpjB5VQfSKGgrzJgB+JhQE/IgGVymIF/Dipl4iIiIhEV7acxpf0Cn4ObFaq0FjOG7iIxh5+JB4G/IgEVCzb0AUK+OmqEor+JURERETUukzLbmjAT1XED/jVJhPza33QIoaKPAN+JBgeGYgEVCrbDZ0wNl1qCK5uEhEREVFrq1gONKW1MvwaPZmY6hM1VOSKlaCXQXQUHhmIBFQwLaFKeg1NRtHk0A4iIiIiEle5UoXa6Aw/watcamXM4nxvaFVRnT38SDwM+BEJSLShHbxiRURERESiM61qwzP8TNEDfhWbJb0CiBoqCiUmSJBYeGQgEpBoAb+YoSKTZ8CPiIiIiMRVrjS2h5+uhiXDj1/rg1YL+DHDj8TCIwORgIplG4YuUMAvomKkUA56GUREREREEypb1cZO6Q3J0I5GZjVSfaK6gmLZhuu6QS+FaAyPDEQCKpXFyvCLRzRkC8zwIyIiIiJxmeUGB/zCUNLb4CAn1UdRZKiKjFJZ7NcLtRYeGYgEVDRtRATL8Muyhx8RERERCcyLHn7CZ/g1eFAJ1S8WUZEv8TsTiYNHBiIBmRWxMvxihoZckT0piIiIiEhc5UoVegPPoTVVET7g1+ggJ9UvZqjIsY8fCYRHBiIBiVbSG4uoKJo2HPakICIiIiJBNbqfnabKqAge8Gv0oBKqX9RQOLiDhMIjA5Fgqo6Diu1A18R5eyqyBENTkOcHGBEREREJquFDO1QZZctp2Pa8wKEd4ogaKquiSCg8MhAJplSuwtAUSJIU9FKOEo+qyHFwBxEREREJqlbS29gpvaJn+JnlKjSBEgVaWURXmSBBQuGRgUgwRdNCRFeDXsa7cFIvEREREYmsYjsNzXbTNfGHdrCHnzgiuoIcBx2SQHhkIBJMwbQRNcTp3zcqZqgY4QcYEREREQmqbFWhNXJohyKjYgte0tvgQSVUv6ihIsuSXhIIA35EgimWbUR08T60oxEVuQI/wIiIiIhITJUGZ7spR7ZlV8UN+rGHnzhihsoMPxIKjwxEgimaYk3oHRUzVIwUykEvg4iIiIjoXRzHRdVxoSqN7YOtq2KX9ZYrjR1UQvWLGuzhR2LhkYFIMAXTgiFghl/MUDGS5xUrIiIiIhJP2apCVxs/+E5TZZQr4gb8imVbyO8OrShqKMizpJcEwoAfkWCEzfCLaBjh0A4iIiIiEpBZqUL3INNNVxWhM/yKZRtRBvyEEDVUFEw76GUQjWHAj0ixcgf/AAAgAElEQVQwBdMSMuAXj6jIsicFEREREQmoYlWhaY3/equpMiqWmD38HNeFWbZh6GrQSyEAUV1FsWzDcd2gl0IEgAE/IuEUSpaQQztiERU5pqgTERERkYBGS3obTRO4h59ZrkJVZShyY8uYqT6yLMHQZBSZ5UeCYMCPSDCFkpglvfGIhlzRgssrVkREREQkGNOj4RUiD+0omhZiBrP7RBIzNA7uIGEw4EckmIJpISJgWr6mypDl2skUEREREZFIKpY3PfxEHtpRMG0hvze0Mg7uIJEw4EckmKJpC1nSC9Sy/NjHj4iIiIhEU7Zq5a2NJnJJby1RQMzvDa0qaqjIlfh9icTAgB+RYIplkQN+KrKc1EtEREREgvGqpFdVRA74ifu9oVVFDZUZfiQMBvyIBFMs2zAE/eCORTQG/IiIiIhIOBWrCk1pvQw/Ub83tKqIrrCHHwmDAT8igbiuC7Msbi+OmKEiyytWRERERCQY0/Iww0/QHn5FU8xhf60sqqtsgUTCYMCPSCBmpQpVkaHIUtBLGVeMJb1EREREJKDykfPoRtMEDvjlSxYiDPgJJWqoyDFBggTBgB+RQIqmjaghZnYfUMvwG8mXg14GEREREdFRyh718NNUGaaoJb0lCxGBvzu0olrAjwkSJAYG/IgEInofjlhExQgz/IiIiIhIMGalCt2rKb0iZ/gJ/N2hFcUMBTn28CNBMOBHJJCi4JO24hGNAT8iIiIiEk65JYd22CzpFUzUUFFgwI8EwYAfkUAKprgDO4Bahh97UhARUb2eeOIJrFu3DsuXL8eFF16IBx988LiPOf/887F06dKj/rvuuut8WC0RhYlZqULzIPglcsCvaLKkVzRRQ0W+ZAe9DCIAAI8ORAIplsVuvBs/MrTDdV1IkpiDRYiISEzbtm3Dtddei2uuuQYXX3wxNm/ejBtvvBGpVApr16495mOvvvpqbNiwYeznSCTi9XKJKGS8yvDTVUXYgF9B8OqgVhTRa6+XquMEvRQiBvyIRFI0begCf2gbmgJJqp1cJKJa0MshIqIQ+f73v49Vq1bh2muvBQAsXrwY27Ztw3e/+93jBvzi8Th6enr8WCYRhVTZqkLXvCrpFTN4Uyoz4CcaSZIQ1RUUmOVHAmBJL5FACiULhgfNhhtFkiR0tBkYyJSCXgoREYXM1q1bcc455xx127nnnouXXnoJlnXsdhH33nsvVq9ejXXr1uHWW29FoVDwcqlEFELlinc9/CoCDu2oOg4qVhWGwNVBrSoWUTm4g4Tge4bfE088gdtvvx179uzB7Nmz8dnPfhaf+MQnJrz/wYMHcffdd+OZZ55BX18furq6cP755+OP//iPkUwmfVw5kffypviTtlIJA/3pEk6Y1R70UoiIKEQGBwfR1dV11G09PT2wLAvpdBq9vb3jPm7Dhg045ZRT0NnZiR07duCb3/wmduzYgX/6p3+a0vN3dSXqXnvY9PS0Bb2Epsd97L2p7mPbcdHVGUcqFW3sQlQFVtUR7m8+ki8jaqjo6IjXvY1UKtbAFdGotrgB9UhfdtFeN82K+3l8vgb86undsmfPHpimia9+9as44YQTcODAAfzFX/wF3nzzzSmf6BGJrmja6Ek2+CSlwdrjGvqZ4UdERD658sorx/7/0qVLMXfuXPz2b/82XnnlFSxbtmzS2xkaysNxXC+WKJSenjYMDOSCXkZT4z72Xj37uGRaKBUryKCx7/NS2YZZsYX7m/cNF2HoCjKZYl2PT6VidT+Wjk2TJew/NILli7uFe900o1Y/JsuyNOFFTV8DfvX0blmzZg3WrFkz9vP8+fNxww034I/+6I+Qz+eRSLTO1VpqfgXTxtwewTP84gb6hnlyQEREU9Pd3Y2hoaGjbhscHISqqujo6Jj0dk4//XRIkoQ333xzSgE/ImpuFduB7kFrHE2VURGwh1+tMogt+UUUNVjSS2LwtVnYdHq3vF0ul4Ou65zQRk2nGKKSXiIioqlYuXIlnn766aNue+qpp7BixQpo2uQHQe3YsQOu63KIBxGNcV23NqXXg4CfIktwXRd2VaygX9G0ERX8e0OriugK8kUG/Ch4vl4SqLd3y9sNDw9j06ZNuOKKK6CqU1t+K/VuGQ/r2scn0n4pWw56uhJC9NOYaA2uLOPxX+8Xar/5rZV/92Phfhkf98v4uF8m1qz7ZuPGjfj0pz+NO++8c6y1y8MPP4xNmzaN3efxxx/HbbfdhnvvvRczZszA1q1b8cILL2D16tVob2/Hq6++iltuuQUrVqzAqlWrAvxtiEgkdtWBIkuQZanh25YkCZqmoGJVoXowFKReBdOCwYCfkCK6glyxEvQyiPwf2jEd2WwWv//7v48FCxbghhtumPLjW6V3y3hava59IqLtl1yxgoppBd5P41g9PVzHRbZQxsFDGWhq651kiPaaEQX3y/i4X8bH/TKxevbNsXq3iOT000/Hpk2bcPvtt+Pb3/42Zs6ciZtuuumoti65XA579uwZq/zQdR0//vGPcdddd8E0TcyePRsXXHABrrnmGsiyOF+8iShYZqXq6XmprsooWw5iAhWYFUo2A36CikVUDI6YQS+DyN+A33R6t6TTaVx11VVIpVK46667oOu6l0slCkSpbAtf0ivLEpJxAwMZE7O7658KRkRErWft2rUT9m0GgPXr12P9+vVjP5966ql44IEH/FgaEYVY2arC0Ly7CKCrCspW1bPt16NoWohoYn9vaFXxiIbdB7NBL4PI3x5+9fZuGRwcxO/+7u+io6MDd999N3v3UVOqWFW4LqAqjS9FaLRUQscAJ/USERERkQDKluNJ/75RmiqjXBEr4JcvWTAY8BNSLKIiy5JeEoCvAb+NGzfi+eefx5133ondu3fj/vvvx8MPP4zPfOYzY/d5/PHHcdFFF6Gvrw8A0NfXhw0bNiAWi+FrX/sastksBgYGMDAwgEqFbyJqHgXTRtRQIUniB/ySCR39DPgRERERkQDMig3dw5LeiK6gaIo1hCFf4pReUcUjGnIFsV4v1Jp8PULU07vl6aefxp49ewAA559//lHbu++++7B69Wr/fgEiDxVDUM47Khk30J8Ots8gERERERFQm1jr5Xl0RFdQMG3Ptl+PgmljRkfwg/7o3WKGikLZRrVF5weQOHy/JDDV3i3v/JmoWRVNKzQBv1RCxxv7R4JeBhERERERCh5nu0V0FQXBMvwKpoWIEY7vDq1GliVEdQW5AisSKVgcb0YkiIJpI2KEIy0/lTBY0ktEREREQiiY3k6sNTRZuAy/omkjooXju0Mrikc0ZPLloJdBLY4BPyJBFM3wNN5NJnQMZ8twXKapExEREVGwahl+Hgb8dAX5kmgZfuFpB9SK4lEVmZwZ9DKoxTHgRySIgmmHJuCnqwoiuoJMjletiIiIiChYuVIFEQ/PoyO6KlzAr1S2WdIrsJih8rsSBY4BPyJBlEwbhhaet2RHm4EBlvUSERERUcDyRW/72UV0BQWBAn6WXYXjuNCU8Hx3aDVRlvSSAHiEIBJE3uNmw42WSujoTzPgR0RERETByps2oh6eR0d1VaiAX8G0ETVUSJIU9FJoAjFDQTrLgB8FiwE/IkEUQtTDDwDa4zr6mOFHRERERAErlCxPh99FdEWooR3s3ye+eETDcJY9/ChYDPgRCSKTryAeCVGGX9xA/3Ax6GUQERERUYvzOgAW0RUUywIF/DweUkLTF4uwhx8FjwE/IkEMjpSQajOCXsakpRI6BjK8akVEREREwSqaFqJeBvwMFUWBMvyKR0p6SVxx9vAjATDgRyQAx3GRzpWRjOtBL2XSUgkDAyMs6SUiIiKi4DiuW5tY62EPP12VYdlV2FXHs+eYirC1AmpF8YjKgB8FjgE/IgEM50zEIirUEE3aikVU2LYj1NVOIiIiImotZrkKTVMgy94NsJAkCVGBsvxGChXEQtQKqBXFDBW5QgWO6wa9FGph4YkuEDWxgYyJVCI85bxA7cSno83AAAd3EBEREVFACqaFmIfZfaMihoqCKcak3sFMCW2x8FQGtSJFkWHoijBBYmpNDPgRCWAgUwpdwA84UtbLgB8RERERBSRfshAxvC9vjQo0qXdwxER7TAt6GXQcbTEdI4VK0MugFsaAH5EA+jMltIfwKl17XGfAj4iIiIgCUzAtXwZYRHQFhZIYGX5DWRPtIer93araYhqyDPhRgBjwIxJA33ARyUT4PrRTCR196WLQyyAiIiKiFlUo2Yh4OKF3lKGL08MvnSuHMlmg1cSjOgN+FCgG/IgEENaS3mTcQH+aGX5EREREFIyCacHwIeAX0RXkBejhVzRtOI7rS5CTpiceURnwo0Ax4EckgMERE6kQpuWn2nQMZMygl0FERERELapQshDRfMjw08Qo6R3OmUgmdEiSd1OJqTHiUQ0jhXLQy6AWxoAfUcCKpg3bdhCLeN97pNGSMR2ZfBl21Ql6KURERETUgnIlCxE/pvRqihBTeodG2L8vLBJRDSN5ZvhRcBjwIwrY4EgJHW1GKK/SKYqMtpiG4RyvXBERERGR/woly5fy1oihIF8MPuA3nDXRFmXALwwSnNJLAWPAjyhgA5kSkiHs3zcqlTAwwD5+RERERBSAvF8ZfrqKggBDOwazJtpiWtDLoElIRDmll4LFgB9RwPozJSRDnJafShgYyDDgR0RERET+y5dsRA1/hnaIUNI7mDE5oTckEjEN2SIDfhQcBvyIAtY/HO6AX3tcQ1+6GPQyiIiIiKgFFUwLUR8y/KK6ikIp+Ay/oayJtjgz/MIgEdWRL1lwXTfopVCLYsCPKGD9mRKSifAG/FIJA/0s6SUiIiKiABRN25cefoauoFgOPuA3nDWRZIZfKGiqDEWRURLgdUOtiQE/ooANZEpIhbyHXz9LeomIiIjIZ67rolj2J+AXORLwCzJbq+o4yBUtJBjwC41EROPgDgoMA35EAXIcF+lcOdQlvamEjqERk6nqREREROQrs1KFqkhQFO+/1qqKDFWWYFaqnj/XRNK5MuJRFYosBbYGmppEVEMmz4AfBYMBP6IADWdNJKIaVB9OUrwS0VVIUm1CGhERERGRXwqmhZjhff++UVFDRTHASb3D2TIHdoRMe1zD0IgZ9DKoRYU3ykDUBPrS4S7nHdWTiuKt/nzQyyAiIiKiFlIo2Yj4MLBjVMQIdlLvUNZEe4grg1pRIqphcITtjygYDPgRBWjXwRHM6IwGvYxpm90Vxxv7MkEvg4iIiIhaSMG0EDW87983KqKrKASa4WeiLcoJvWHSHtcxyAw/CggDfkQBen1fBrO74kEvY9pmd8fxOgN+REREROSjfMnyN8NPV1AIsI3NQKaENpb0hkoyxoAfBYcBP6KAOK6LPYeymNMd/oDfnO449hzKoeo4QS+FiIiIiFpEwfRnQu+oiB5sSe/gCEt6w6Y9rrOHHwWGAT+igBwaLCBqqIg3QVp+1FDRHtexv78Q9FKIiIiIqEUUShYMzb+An6EpHNpBU9Ie15HJl+G4btBLoRbEgB9RQHYeGGmK7L5Rc7rjeGM/y3qJiIiIyB+1kl4fM/w0BbmASnpd10U6V0Z7PPzJAq1EVWREDRUj+UrQS6EWxIAfUUBe3zeCmZ3NE/Cb3RXDa28x4EdERERE/vC9h5+hBtbDb2DEhK7JvmY0UmMkWdZLAWHAjyggTZfh15PAzgMjcJmuTkREREQ+yJf8ntIb3NCOnfszmNuTgCRJgTw/1a89rmMwWwp6GdSCGPAjCkC2WEG2WEF3MhL0UhomldBRdVwMZXn1ioiIiIi8VzD9n9KbD6iH3+v7MpjVGQvkuWl62mIaM/woEAz4EQVg15HsPllunit0kiRhbk8cb+wfCXopRERERNQCRvIVxCL+BfyihopcMZhebG/sH8GcnuapDmol7TEdgxkG/Mh/DPgRBeCN/SOY1dV8V+hmdcXx+j728SMiIiIib9lVB5l8Gcm4f1NrU3EDQyOm7y1siqaFoayJ3o7m+/7QCtrjOgZGWNJL/mPAjygAb+zPYE5X812hmz8jge27h9jHj4iIiIg8NZw1kYjqUBX/vtIaugJNlZEt+Jvlt+tgFrO74lCaqDqolSTjOoaz5aCXQS2IAT8in9lVB/v68pjVRAM7RvWmolBkGTsPsKyXiIiIiLzTny6hs83w/Xk72gz0Z/zN1npjX6Ypq4NaRXtcx3DW/8xQIgb8iHy293AOne0RGJp/E8X8IkkSTlmQwtPbDwW9FCIiIiJqYn3pEpIJ/8p5RyUTBvrT/gb8Xt+XwZwmTBZoFYamQJYl5AOa8EytiwE/Ip+9sX8Es5v4Ct2yBZ14/rUBWLYT9FKIiIiIqEn1DRd97d83KhnX0Z8u+vZ8dtXB3r4cZjPgF2qphIGhLAd3kL8Y8CPy2WtvpZv6A7s9rqMnGcWLu4aCXgoRERERNanDw0V0BFDSm4rrODzsX4bfvv48knEDEd2/acTUeO1xHUMjDPiRvxjwI/KR67rYdTCLuT2JoJfiqVMWdOCXL7Gsl4iIiIi80Z8pBRPw87mH3879I02dLNAq2mIaA37kOwb8iHzUny5BkSW0B1B+4Kcl85LYsTeNgsk+FURERETUWI7jYjhrIhkPIOCXMDDoU8DPdV08+0ofFsxs8+X5yDttUQ0DI/72fiRiwI/IR2/sH8Gcnua/QhfRVSyc1YZfvzYQ9FKIiIiIqMkM50zEIxo01f+vs/GICst2UDRtz5/r5TeHkStVcNKcpOfPRd5KxnUMZpjhR/5iwI/IR6/vS2N2V/MH/ABgydwUfrWjL+hlEBEREVGT6U8HU84LAJIkoaPNwIDHWX6u6+Kh/92Ns5fNhCxLnj4XeS+ZMJjhR75jwI/IR6/vH8GcFunBsWhWO3YdyLKsl4iIiIgaqi9dQioRTMAP8KeP3/bdwyiYNk6en/L0ecgfXe0RDGRMWLYT9FKohTDgR+STfMnCSL6CnlQ06KX4QtcULJjZhhfeGAx6KURERETURPqGi0gG2BM7GdfRny56tn3XdfHQk7vw/lNnQJKY3dcMNFVGR5uBA4P5oJdCLYQBPyKf7DyS3ddKKfknzUniuVf7g14GERERETWRw8NFpAIq6QWAZNxAX9qbDL+yVcU9j+6AXXWwZB6z+5rJjI4Y3jycC3oZ1EIY8CPyyStvDmN2i5Tzjlo8px2v78ugVPa+qTERERERtYb+dAkdieAy/DoSOvqGG5vh57ou9h7O4Wvffw6ZfAWXf/BEZvc1md6OKPYczAa9DGohatALIGoFruti6xsDWPf+hUEvxVcRXcXcnjhe3DWE1ctmBL0cIiIiIgo5x3UxlDUD7+E3naEdll3Fi7uG0Z8uoj9TwqHBAvYNFKApEtasmIXlJ3Qy2NeEZnZE8eSLh4JeBrUQBvyIfHBwsADbcVumf9/bnTgnhede7WPAj4iIiIimLZMrw9AU6JoS2BraYzpyRQuW7UBTJ180N1Ko4CfP78P/vnAQPakIelJRtMd0nH5iNy547zzEI5qHq6ag9XREcXi4CLvqQFVYbEneY8CPyAdb3xjE4tnJlrxSd9LcJP73hQMYKVQCba5MRERERN5xXRfZooVq1YHrAp3thifnvv3pEjrbg8vuAwBZlpBM6BgcKWFW1+Ra9uwfyOO2H7yAxbPb8anzT0Rne8TjVZJodFVBKmHgwEABC2a2Bb0cagEM+BH5YMvrAzjr5N6glxGIqKHilIWdeGTzm/g/a5cEvRwiIiIiarDhrIlv/8fLODCYh6rIcBwXyYSBj5w1D2cvmwFNbVw23sGhQqDlvKM6ErXBHZMJ+O3cP4JNP3wRH1o5B6cs6PBhdSSqmZ1R7O3LMeBHvmDAj8hjI/kyDg8XMa83EfRSAnP2shm457Ed+OjqBegIcKIaERERETXW1jcGcM+jr+LMJd342LknQJIkuK6LNw/n8OS2g/jhz3fh/3n/Qpx3xpwplb9OZPPLh7HihK4GrHx6ulNR7NyfwRkndh/zfjsPjODvHtyGj65egEWz231aHYmqJ1Ub3PGB02cHvRRqASwcJ/LYtl1DWDS7HUoL92lIRDUsP6ELD29+M+ilEBEREVGDvLxnGN9/7FVces4JOHvZzLESXkmScMKsdnz8A4tx2bmL8Ksd/fjT72zGj5/di5F8ue7n60sXcXioiMUCBM5OXdiBX7x4CHbVmfA+I/ky/v6h7fjIWfMZ7CMAwMzOGPYc5qRe8kfrRiCIfPLr1wawaBY/4M86pRfPvHwYQyNm0EshIiIiomkayZfxj//1Mi5evQBzuicua53ZGcP6DyzCJWcvwKtvZfClf3gG33zgBfz8hQMYzk7tvPDpFw/hlIWdQlxI705GkUwYeHHX0Lj/blcd3Pnv27F8USdOnJP0eXUkqt5UFIeGiscMFBM1SvBHSqImZlZsvL4vwyt6AOIRDacv7sa/P7U76KUQERER0TQ4rot/+K9XsHxR16R7kc3ujuOis+bj6t86FQtntmHLawO48Z9+hZvu+RWe2nYQ5Ur12M/puPjF9sNYvrCzEb9CQ6w4oRM/33rgXbe7rot//cnrkCQJ7z91ZgArI1HpmoJUQsfBwULQS6EWwIAfkYc2v9yHhbPaENHZLhMAVi+bge27h7Bz/0jQSyEiIiKiOv342beQL1l1BbN0TcGyhZ24+OwF+MPLluM9J/fiF9sP4f/7+6fxyOY3J8x82vFWGlFDQW9HdJqrb5yl8zuw62D2XZmKjz6zFy/vSePi1fM9mVRM4TajI4ZdB1nWS95jwI/II67r4ifP78MZi4/dyLeVGJqC806fjfv++1VUHaaxExEREYVNf6aER5/Zi4+ung9Znl4wS5YlLJ6dxMfOXYT/c8FJ2LZzCF/9x2fx/I4+uK571H2f2nYQpwqU3QcAmirjlAUdeHLbwbHbnnzhAJ749X58/LxFvOhP4zppbhK/ePFQ0MugFsAjEJFHXt+XgV11MH9G607nHc8pCzqwffcQfrblANa+Z17QyyEiIiKiSXJdF/f9+FW89+RepBJGQ7fd2RbB+g8sws4DI/j2Qy8ibqj42AcWQZKAp7cfxvbdw/jMJac09Dkb4bRFnfi/P9+FAwMF2FUHuw5m8cnzT0RbTA96aSSoxbOTeGLLfuzvz2NuL78rkncY8CPyyOPP78MZJ3Yzjf8dJEnCh1fNxQM/3Yn3eHCySERERETe+PVrAxjImPjo6gWePceJc5I485SZeObFA7jvv1+DIktYtrAD/+9HT0bUEO/ra29HDJecvQClShWyLGH1shk8v6VjkmUJy0/ows+27sfvfOTkoJdDTUy8IyZRE0jnytixN43Prjs16KUIqTsZxeknduOeR3fg85efzqAoERERkeBKZRv3P/46Lj57AZRplvIejyxLWLawE8sEK+GdyMJZHNBHU3Paoi7c+9+v4YoPnQRDV4JeDjUp9vAj8sDPtuzHKQs6YWg8eE/kfctmYCBjHtXzhIiIiIjE9K8/eR0nzGrDPJYgEk1be1zHnO44frWjL+ilUBNjwI+owUbyZfx06wGsWtIT9FKEpigyLj57Ph78+S70Z0pBL4eIiIiIJrBt5yBe2jOM886YE/RSiJrGaYu78NMtB941oIaoURjwI2qwHz65G8tP6ERHG3t3HE93MoqzTunF3z+0HSP5ctDLISIiIqJ3yJcsfP+xV3HR6vmsXiFqoEWz2mFVq/iX/3kNDoN+5AEG/Iga6K2+HLa+MYizl80Ieimh8Z6lvVgwow1fu/d5vNWXC3o5RERERHSE47q459EdWDIvhfm9bUEvh6ipyLKEy887ETsPZPG9R3ag6jhBL4maDAN+RA3iui7+9SdvYM3yGYjonIczWZIk4f3LZ+Lc02bhb/91K37y/D5YNj/siIiIiILkui7+5X9ew9CIiXNWzAp6OURNydAVfPy8RTg0VMRf3vs8HntmLw4NFVjmSw3BqARRg/zvCwcxnCtj3fsXBr2UUDp5fge62iN46sVDeOzZt3DpOSdgzYqZUGRelyAiIiLy2w//dzdeeyuDKz54IjSV52NEXtFVBes/sAhvHs5i54ER/Pdzb8FxgAUz23DS3CROX9yN+TMSkCRvp2NT82HAj6gBXtg5iIee3I1PnX8iZJkH4nr1pKJY/4FFODBYwM+27Mf/PPcWPr12CU5d2Bn00oiIiIhaglmx8X9/thPbdw/jUx8+CYbOvn1EXlNkCYtnJ7F4dhJr3bnIlywcHi5i/0ABT75wEI4LvPfkXpx72izM5aRsmiTfA35PPPEEbr/9duzZswezZ8/GZz/7WXziE5845mMqlQpuu+02/Od//icKhQLOPPNM/Nmf/RkWL17s06qJJrbrwAj+6eFX8LFzF6GzPRL0cprCnO44rvjQiXhj/wjueWQHZnbGcNm5i3Di3GTQSyMiomngeSCRuFzXxfbdw7jvv1/FnO4EPv3hkxA1mB9C5DdJktAW09EW03HS3BQ+eMZsDGVN7Nibxq0PvIBkXMfqZb14z8kz0JuKTmqblu2gb7iIg0MF9KdLGMqaSOfKsGwHjutCliS0xzSkEgZ6O6KY3R3HnJ4EElHN49/2aK7rwq66KFtVKLIEQ1cgM7Oxbr4ewbdt24Zrr70W11xzDS6++GJs3rwZN954I1KpFNauXTvh477xjW/gsccewy233IIZM2Zg06ZNuPLKK/Hoo48iHo/7+BtQq3Pd2sGnaNrYeWAEz7zch1ffSuOSsxdgdjdfi40kSRKWzEth8ex2bN8zjLt+tB29HVGsWtKLRbPbMbs7Dk2VocgS09vrYNlV9KdLGBgxUShZWDwniRkdUe5LIvIMzwOJxFOuVLFvII9tOwfx7Ct9AIAPnzkXJ8xqD3hlRDRKkiR0J6M497Qo1iyfhX39eby+P4PHnn0L8YiG+b0JLJjZhraYDlWpnctnCxbSuTL60kUcGiognSujo81AVzKKZFxDW8MOw+IAACAASURBVFTHolntUBUZslQb0FM0bRRMG9t3D+NnWw9gIGMiFlHHtj+3J4E5PXH0pKJQlamX+Tuui1zRQjpnYjhbxtCIiYFMCQOZEtK5MjL5MvKmDQmApspwHBeW7cDQFXS1R9CTimJuTxwLZrZjwYwEupIRfnc5Dsn1sRvkF77wBQwODuKf//mfx267/vrrsW/fPvzgBz8Y9zH5fB5nn302/vIv/xIf+9jHxm5bs2YNvvKVr+CKK66Y9PMPDeXhOK3Z/LKnpw0DA5yA+k7H2i+O42L/QB67Dmax5+AI3uzL4/BQAZIkIaIr6ElFsWRuCkvmJZtuSEcqFUMmUwx6GUepOi5eeyuNA4MFHBoqYihrolp14LqArimIGsrY36HquABcSJIEVZHQm4phwcwE5vW2YU537UPqnaXXlu2g6jhQlWMHEaf7XnIcF4eGCrXX1aEsiqaNquNCkoC2mIZk3IAkAWWripJpYyhrYihrolSujjXvTcYN9KQi6GgzIEsSpLf9LrIERA0V8YiGqKEioiuI6Aocx4XtuBjKmtj6+iBe35epPV9Ch6Ep2N+fh6LIOHl+B06aVysn6GgzEDUUKLJ85GqbA6C2T9+5f3iMGR/3y/i4XyZWz76RZQldXeKX9/A80B98f3kvLPvYdV2YlSoy+TJG8hWkc2Wk82UMZEoYHDHRny4ik6+gOxnBvN4ETp7fIczFPxHPRZsN97H3vN7HjuPW3suZIgYyJipWFVXHhQsgZqiIRVSkEga62g10JAwoUwzSua6LTL6CvnQR/ekShnO140e2UEE8oiKZMBAzVEQNFbom176XSLXvYnbVRcWqoli2USrbyJcsFEwbEU1Be1xHW0xDW0xHe0xDMmGgLaqhLVb7/vL2YOJowk0mX0EmX8bgkSDh4eEiqlUX82cksHRhFzriGmZ2xtDZZqA9rkPXxm9F4Li1dVUsBxWrirLtwHHcsfMDVZWhKRIMTUHEUKGrshDHxGM51nmgr1GKrVu34tOf/vRRt5177rn48pe/DMuyoGnvThfdvn07LMvCmjVrxm5LJBI488wzsWXLlimd6PnRW+2NfRnc/5M3ULZswB0NPEyPJKGWxnrkDSQBGN2q69b+ZyrPIwGQFQlAbXujt03F25/fcWpBl2YWi2iY1RnDqQs7x66ajNp1MBvQqrxjGDmUy1bQyxjX7O74UdmULmrBurJVhWVVIb3tfeK4QNV1kcmVsfnlPmx+uc+TNUkSIMvy2PvJdV04VRfHe1tEdbWWpi7X3ktDIyaK5TSA2oeNrsiIRzXM622DoSuQpNr9iqaNXKGCw+kSXLhHvf9c10W1euxn7kgYOOe0WYi8rSfPwlntyOTKODhUxK6DI/XsBgC/OZbUc0hQ5NofTpKkcY9JzpHjneO6kzrmjG5v9FgXyEe1JMEdW697zM+F3xzrJ94HTWP0xVyHybwOan/733zGAZP7+x/ZdG37zsTvYenIB/FE/z762lNkGR8/bxFWntQziWf/jamer4Sld2wrnAc+t6MP//H0m7X3/ZHbfvM6/c2LxnXxruN3PY4c4iCNntNJY7dO+fV/PMf6fUZvf/vvXY/xf5/ajY3+faZlGsewqTh6n9f2dyP2c8xQkYhpOGluCsmEPlYuN3qRUQQin4s2C+5j7/m1jyVJQm/H+KW9dtVBX7qEvnRpWs/RlYygKxnBSXOTcOGiaFZRMO1a0OxIYM85cqySJQmyDKiKPFYiHNFVRI3xy3PtqoN0vnZB4ng62gx0tBlYMi+FYtnG4IiJ53cchmU70/r9GmXsfB61JIwNFy7BotnetqU61vmNrwG/wcFBdHV1HXVbT08PLMtCOp1Gb2/vuI+RJOldj+vu7sbAwMCUnr+jw/uyj66uBM4+Y67nz0NERETNKQzZevVohfPAi85J4KJz2FuQiIiIgsf56kRERERERERERE3E14Bfd3c3hoaGjrptcHAQqqqio6Njwse4rvuuxw0NDaGnZ2olMkREREQUDJ4HEhEREfnH14DfypUr8fTTTx9121NPPYUVK1aM27cFwNi//fKXvxy7rVAoYMuWLTjzzDM9XS8RERERNQbPA4mIiIj842vAb+PGjXj++edx5513Yvfu3bj//vvx8MMP4zOf+czYfR5//HFcdNFF6OurNddPJBL45Cc/iVtvvRVPPvkkXn31Vdxwww1IJpO45JJL/Fw+EREREdWJ54FERERE/vF1aMfpp5+OTZs24fbbb8e3v/1tzJw5EzfddBPWrl07dp9cLoc9e/bAsn4zzeaLX/wiFEXBDTfcgGKxiJUrV+J73/se4nHvmy8TERER0fTxPJCIiIjIP5Lr+jBTnoiIiIiIiIiIiHzBKb1ERERERERERERNhAE/IiIiIiIiIiKiJsKAHxERERERERERURNhwI+IiIiIiIiIiKiJMOAXcv/4j/+Iyy+/HKtWrcJZZ52FjRs3YuvWrcd93NKlS9/137e+9S0fVuyPO+64Y9zf0bbtCR+Ty+XwpS99Ce9973uxcuVKfO5zn0N/f7+Pq/be+eefP+5++exnPzvhY5rxtfLcc8/h6quvxjnnnIOlS5fikUceedd9tmzZgssvvxwrVqzAeeedh+985zvH3a7rurj77rtx3nnnYcWKFbj88ssn9X4UyfH2zYMPPogNGzZg9erVWLVqFT71qU/h5z//+XG3O95r77rrrvPot2i84+2Xhx56aNz3yt69e4+53Uqlgptvvhnve9/7cNppp2Hjxo3YtWuXl79KQx1vv/zO7/zOuPvlkksuOeZ2w/56mexn8xNPPIF169Zh+fLluPDCC/Hggw8ed9thf81Q/Sbz2fVOYX8v+a3e8+pWOIdsFH538d4DDzyASy+9FKtWrcLKlStx6aWX4t///d+P+Ri+hqemnn3M1/D0/OhHP8LSpUtx1VVXHfN+fC0fTQ16ATQ9v/rVr3DFFVdgxYoV0DQN3/3ud3HllVfiRz/6ERYsWHDMx95000348Ic/PPZzLBbzerm+WrBgAe6///6jblPViV/y119/Pfbs2YO7774bhmHgr//6r3H11VfjwQcfhCw3R2z8wQcfRLVaHft5YGAA69evx0c/+tFjPq7ZXivFYhFLly7Fxz/+cXzuc597178fOHAAV111FdatW4ebb74Zr776Kr7yla8gEong937v9ybc7j333IN/+Id/wF/91V9h6dKluPfee3HVVVfh0UcfxcyZM738lRrmePvm2WefxYUXXog//dM/RSKRwEMPPYQ//MM/xH333Yf3vOc9x9z21VdfjQ0bNoz9HIlEGr5+rxxvvwCAruv46U9/etRtnZ2dx9zuN77xDTz22GO45ZZbMGPGDGzatAlXXnklHn30UcTj8Yat3yvH2y933HEHLMsa+7lSqWDdunXHPeYA4X69TOazedu2bbj22mtxzTXX4OKLL8bmzZtx4403IpVKYe3atRNuO+yvGarfZI5D4wnze8lv9Z5Xt8I5ZKPwu4v3ent78Sd/8idYuHAhVFXFz372M3zlK19BMpnE+eefP+5j+Bqemnr2McDXcL12796NW2+9Fe9973uPe1++lt/BpaZSrVbds846y73vvvuOeb8lS5a4Dz/8sE+r8t+mTZvcj3zkI5O+/86dO90lS5a4zz777Nhte/fudZcsWeL+4he/8GKJQrjrrrvcVatWuaVSacL7NPtrZbzf72//9m/d888/33UcZ+y2b33rW+6555571G1v5ziOu2bNGveOO+446rYPfvCD7je/+U1vFu+xyf7tL7vsMvfmm28+5n0+9KEPud/5zncatbRAjbdffvjDH7rLly+f0nZyuZx76qmnug899NBRt5122mnuAw880JC1+mkyr5f/+I//cE855RT34MGDx7xfM71eXHf8z+bPf/7z7oYNG46633XXXed+8pOfnHA7zfaaof+fvTsPj6q8+z/+ObNknZCFBJDNBTUsRoq4sYkiWkRBpVZEXJDqU7Wl+vhTqdaiKChW9KKI1AVEqdaNKlptaVXaatHHQqUoiqiI7CSTlSyTZGbO/P6IiQyZLGSbmXPer+viusjMmTP3nDlJTj7zve9v27X257PVvpe6Wmuuq+16DdlR+Nula1x00UWhBQsWRLyPc7hjNHeMQyHO4baqqakJTZ48ObR69erQ7NmzQzNnzmxyW87lxmwYcVpbTU2Namtr1a1btxa3XbBggU477TRdfPHFeuqpp8KqMKxg7969OuOMM3TWWWfpxhtv1BdffNHkths3blRiYmJYhVL//v115JFH6uOPP+6K4Xa5UCikVatWafLkyS1+2m/1c+VQGzdu1KhRo2QYRsNtY8aMUX5+vvbs2RPxMbt375bX69WoUaMabjMMQ6NGjbLsOSTVnUcVFRWt+pnz7LPP6rTTTtOkSZO0cOFCVVZWdsEIu47f79e4ceM0ZswYzZw5U+vXr292+08//VR+vz/snPF4PDrppJMse8688sorGjNmjI444ogWt7XS+RLpd/PGjRs1evTosO3GjBmjzZs3N/kz1o7nDNrPSt9LXa0119V2vIbsSPzt0rlM09S6deu0fft2nXbaaRG34Rxun9Yc43qcw4fvgQce0PHHH68LL7ywxW05lxtjSq/F/OY3v1G3bt3CSoUjmTVrlk4//XR5PB795z//0aJFi7Rr1y7de++9XTTSznXiiSfqgQce0IABA1RaWqoVK1Zo2rRpTU4XKCwsVFZWVqMy3+zsbHm93q4adpdat26ddu/erUsvvbTZ7ax+rkRSWFioU089Ney2nJwcSXXToPv27dvoMfXnSXZ2dtjt2dnZLQY/8Wz58uUqKipq8ZfwFVdcoUGDBikrK0tbtmzRI488oi1btmj58uVdNNLOdfTRR+v+++/XwIED5fP59Morr+iqq67S73//+yanOhcWFsowDHXv3j3sdqv+3Nm+fbv+/e9/67HHHmtxW6udL5F+NxcWFjZ673NycuT3+1VSUqIePXo02o/dzhm0n9W+l7paa66r7XgN2ZH426Vz7N27V+eff75qa2vldDo1Z84cnXnmmRG35Rxum8M5xhLncFv87W9/07/+9a8W10esx7ncGIGfhSxdulRvvvmmVqxYIY/H0+y2B6/9MnDgQKWmpmr27Nm65ZZblJGR0dlD7XRjx44N+3r48OGaNGmSfv/73+uuu+6K0qhiy8svv6y8vDwNHDiw2e2sfq6g7VavXq1HH31UixcvVp8+fZrddubMmQ3/z83NVd++fTV9+nR9/vnnGjx4cGcPtdMNGzZMw4YNa/h6+PDh2r9/v5YvX97i2oZ28fLLLysnJ6fZi+F6VjpfDud3M9DRrPS91NX43u18/O3SeXr06KHVq1erqqpKH3zwgR544AH17NlTY8aMifbQLONwjzHn8OHZt2+f7r77bj3++OP8DG4HpvRaxOLFi7VixQo9/fTTOuGEEw778SeddJIktdhRMl653W7l5eXp22+/jXh/dna2SkpKZJpm2O1FRUUNlV1WUlRUpLVr17ZY3ReJ1c8Vqe58KCoqCrutsLBQkpo8H+pvr9+uXlFRUcRKnXj3yiuv6O6779bixYsbBeytMXToUBmG0eT3pBX84Ac/aPb1ZWdnKxQKNTrXrPhzp7a2VqtXr9aPfvSjZpsnNSVez5fmfjc39XPG5XIpMzMz4v7sdM6gc8Tr91JXO5zrartdQ3YU/nbpXC6XS0ceeaQGDRqkn/zkJ5o8ebIeffTRiNtyDrfN4RzjSDiHm/fZZ5+puLhY06ZN0+DBgzV48GCtXr1a69at0+DBg7V58+ZGj+FcbozAzwIeeughPffcc1qxYoXy8vLatI/PPvtMUtNhRrwzTVNffPFFk69v2LBhqq6u1n/+85+G23bt2qVvv/224Yexlbz66qtyu906//zzD/uxVj9XpLrz4YMPPgi77f3331fPnj2brGTr27evc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\n","text/plain":["<Figure size 1296x1008 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"fd5KdvRt2O0X"},"source":["## Bivariate Analysis"]},{"cell_type":"markdown","metadata":{"id":"fRdnUma12UT1"},"source":["### Correlation HeatMaps"]},{"cell_type":"code","metadata":{"id":"XA6JWNdP2QrB","executionInfo":{"status":"ok","timestamp":1602339189760,"user_tz":-330,"elapsed":1567,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"b3991567-77a2-448d-edac-52181e4346ea","colab":{"base_uri":"https://localhost:8080/","height":603}},"source":["plt.figure(figsize=(14,8))\n","_ = sns.heatmap(data=train[num_col].corr(), annot=True)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Figure size 1008x576 with 0 Axes>"]},"metadata":{"tags":[]},"execution_count":40},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x576 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"kfaS10dj3ZBi"},"source":["### Pair plot"]},{"cell_type":"code","metadata":{"id":"QlUjdx-53b1s"},"source":["_ = sns.pairplot(train[num_col], height=5, aspect=24/16)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"ZnXzySz14a_Q"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qS35-gVL_RAQ"},"source":["## Textual Data"]},{"cell_type":"code","metadata":{"id":"QcJbu7Eo_UVF","executionInfo":{"status":"ok","timestamp":1602341935087,"user_tz":-330,"elapsed":2080,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"faea0d55-1af1-40b2-b46c-70588cc270c5","colab":{"base_uri":"https://localhost:8080/","height":359}},"source":["from wordcloud import WordCloud, STOPWORDS\n","\n","wc = WordCloud(stopwords = set(list(STOPWORDS) + ['|']), random_state=42)\n","plt.figure(figsize=(10,6))\n","op = wc.generate(str(train['ADDRESS']))\n","plt.imshow(op)\n","plt.title(\"ADDRESS\")\n","plt.axis('off')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Figure size 720x432 with 0 Axes>"]},"metadata":{"tags":[]},"execution_count":34},{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7ff5e5aa8978>"]},"metadata":{"tags":[]},"execution_count":34},{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'ADDRESS')"]},"metadata":{"tags":[]},"execution_count":34},{"output_type":"execute_result","data":{"text/plain":["(-0.5, 399.5, 199.5, -0.5)"]},"metadata":{"tags":[]},"execution_count":34},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"fb2FBKDqBbdL","executionInfo":{"status":"ok","timestamp":1602342016756,"user_tz":-330,"elapsed":1799,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"2051b2ac-f4d7-4bef-8bec-4485d4aa5bd7","colab":{"base_uri":"https://localhost:8080/","height":170}},"source":["train[Target_col].describe()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["count    29451.000000\n","mean       142.898746\n","std        656.880713\n","min          0.250000\n","25%         38.000000\n","50%         62.000000\n","75%        100.000000\n","max      30000.000000\n","Name: TARGET(PRICE_IN_LACS), dtype: float64"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"id":"BWYEwk4QCdwb","executionInfo":{"status":"ok","timestamp":1602342282718,"user_tz":-330,"elapsed":1586,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"f1736d0b-21e9-42a7-d729-704943f907ee","colab":{"base_uri":"https://localhost:8080/","height":221}},"source":["add_len = train['ADDRESS'].apply(lambda x: len(x))\n","add_len"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0        21\n","1        25\n","2        16\n","3        27\n","4        16\n","         ..\n","29446    20\n","29447    33\n","29448    17\n","29449    22\n","29450    16\n","Name: ADDRESS, Length: 29451, dtype: int64"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"code","metadata":{"id":"uCgsDtfaC2o3","executionInfo":{"status":"ok","timestamp":1602342629507,"user_tz":-330,"elapsed":1522,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"c3e64444-504c-449b-afd2-4c63e0112f27","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["train[Target_col].corr(add_len)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.0027753311266564018"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"FGDiNGieFT6E"},"source":["# Baseline Model(s)"]},{"cell_type":"markdown","metadata":{"id":"ztdg_O7KKso6"},"source":["## Model A (mean)"]},{"cell_type":"code","metadata":{"id":"7gdv4AlTF9Co"},"source":["train[num_col] = train[num_col].apply(lambda x: np.log1p(x))\n","num_cols = [c for c in num_col if c!=Target_col]\n","test[num_cols] = test[num_cols].apply(lambda x: np.log1p(x))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"6WOumLsTE39n"},"source":["from sklearn.metrics import mean_squared_error, mean_squared_log_error\n","\n","def rmsle(y_test, y_pred):\n","  return np.sqrt(mean_squared_log_error(y_test, y_pred))\n","\n","def av_metric(y_true, y_pred):\n","  return 1000 * np.sqrt(mean_squared_error(y_true, y_pred))\n","  \n","target = train[Target_col]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"dzuqsmPqG_qc","executionInfo":{"status":"ok","timestamp":1602343696997,"user_tz":-330,"elapsed":942,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"a226fb43-6b90-43ff-8c3c-4e7e42843e0a","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["pred_targ = pd.Series([target.mean()]*len(train))\n","\n","av_metric_score = av_metric(target, pred_targ)\n","\n","print(f'AV score is {av_metric_score}')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["AV score is 162.4095877469111\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"pKNZyT8UIZNx"},"source":["pred_test = pd.Series([target.mean()]*len(test))\n","preds_test = np.expm1(pred_test)\n","\n","sol_f = pd.DataFrame()\n","sol_f[Target_col] = preds_test\n","sol_f.to_csv('sol.csv', index=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"RhAc6IRvKgXk","executionInfo":{"status":"ok","timestamp":1602344338266,"user_tz":-330,"elapsed":1385,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"ecb1a099-ad86-4d7f-b6a0-7d43fbf53ba6","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["sol_f.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>TARGET(PRICE_IN_LACS)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>4.161016</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>4.161016</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>4.161016</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4.161016</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4.161016</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   TARGET(PRICE_IN_LACS)\n","0               4.161016\n","1               4.161016\n","2               4.161016\n","3               4.161016\n","4               4.161016"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"markdown","metadata":{"id":"fhniDcbHK5FL"},"source":["## Model B (median)"]},{"cell_type":"code","metadata":{"id":"eE5CwP35KlcZ","executionInfo":{"status":"ok","timestamp":1602344523857,"user_tz":-330,"elapsed":1568,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"fbae6c88-9d7a-4c5b-c122-f15c529a772a","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["pred_targ = pd.Series([target.median()]*len(train))\n","\n","av_metric_score = av_metric(target, pred_targ)\n","\n","print(f'AV score is {av_metric_score}')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["AV score is 162.44666844580695\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"7suKmkP9LTsk"},"source":["pred_test = pd.Series([target.median()]*len(test))\n","preds_test = np.expm1(pred_test)\n","\n","sol_f = pd.DataFrame()\n","sol_f[Target_col] = preds_test\n","sol_f.to_csv('sol.csv', index=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"fmoKzRX6Lf9_","executionInfo":{"status":"ok","timestamp":1602345093729,"user_tz":-330,"elapsed":1535,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"41e2e717-084b-4090-c90e-391c54cd07c6","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["sol_f.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>TARGET(PRICE_IN_LACS)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>4.143135</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>4.143135</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>4.143135</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4.143135</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4.143135</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   TARGET(PRICE_IN_LACS)\n","0               4.143135\n","1               4.143135\n","2               4.143135\n","3               4.143135\n","4               4.143135"]},"metadata":{"tags":[]},"execution_count":57}]},{"cell_type":"markdown","metadata":{"id":"LfNEoLPmOI-i"},"source":["## Model C (SQUARE_FT)"]},{"cell_type":"code","metadata":{"id":"hSaSltzaOb0u","executionInfo":{"status":"ok","timestamp":1602345362300,"user_tz":-330,"elapsed":2415,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"6c57711a-7dbe-4e43-a284-bcf841941c0e","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["num_col"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['SQUARE_FT', 'LONGITUDE', 'LATITUDE', 'TARGET(PRICE_IN_LACS)']"]},"metadata":{"tags":[]},"execution_count":58}]},{"cell_type":"code","metadata":{"id":"O8GMOai1O0AT","executionInfo":{"status":"ok","timestamp":1602345600603,"user_tz":-330,"elapsed":1184,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"7e5eb744-e8ce-4244-954b-afaa3c8e93c8","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["target_per_squre = ((train[Target_col] + 1)/(train['SQUARE_FT'] + 1))\n","target_per_squre.mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.8550579960249236"]},"metadata":{"tags":[]},"execution_count":59}]},{"cell_type":"code","metadata":{"id":"QUVLAhkWOe0f","executionInfo":{"status":"ok","timestamp":1602345670226,"user_tz":-330,"elapsed":1280,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"e4c5003b-a136-41c4-c89d-81285bf7f028","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["pred_targ = train['SQUARE_FT']*0.855057\n","\n","av_metric_score = av_metric(target, pred_targ)\n","\n","print(f'AV score is {av_metric_score}')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["AV score is 197.64836801695336\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"bN6R-KQ8PxO_"},"source":["pred_test = test['SQUARE_FT']*0.855057\n","preds_test = np.expm1(pred_test)\n","\n","sol_f = pd.DataFrame()\n","sol_f[Target_col] = preds_test\n","sol_f.to_csv('sol.csv', index=False)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"fw-rRWSgRVgO"},"source":["## Model D (LONGITUDE)"]},{"cell_type":"code","metadata":{"id":"fTeuxtrgRVDt","executionInfo":{"status":"ok","timestamp":1602346323351,"user_tz":-330,"elapsed":1415,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"8fc43ea2-f888-407e-97b3-e9d03645e87f","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["target_per_squre = ((train[Target_col] + 1)/(train['LATITUDE'] + 1))\n","target_per_squre.mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9865323297068952"]},"metadata":{"tags":[]},"execution_count":66}]},{"cell_type":"code","metadata":{"id":"xZxAA1LmRUwN"},"source":["pred_targ = train['LATITUDE']*0.986532\n","\n","av_metric_score = av_metric(target, pred_targ)\n","\n","print(f'AV score is {av_metric_score}')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"nNdo2_B-Sg44","executionInfo":{"status":"ok","timestamp":1602346453849,"user_tz":-330,"elapsed":1875,"user":{"displayName":"Shivkp","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjcodmiuhAdyhEvKfWS1UmmglMwYOb-cvywpkwh=s64","userId":"09987478781217827388"}},"outputId":"3c5e156d-58da-4b6d-cde6-b3b70fc4cba2","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["train['LATITUDE'].isnull().sum()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["83"]},"metadata":{"tags":[]},"execution_count":69}]}]}